MAHMOUD NAGY - FEB 2022
Facebook - Social Network Analysis on Amber Heard's Case Example.
Threat Analysis on commments, reviews of her Facebook Page.
import pandas as pd
import os
import numpy as np
import matplotlib.pyplot as plt
# import seaborn as sb
# import matplotlib.dates as mdates
import plotly.offline as pyo
import plotly.express as px
import plotly.graph_objects as go
# Set notebook mode to work in offline
pyo.init_notebook_mode()
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
# sb.set_style("darkgrid")
# %matplotlib inline
import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550
import helpers
from load_data import *
# To Apply helpers updates without resarting the kernel
import importlib
importlib.reload(helpers)
# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2
%config InlineBackend.figure_format = 'retina'
# cd ../data
print(df_comments.shape)
df_comments.head(1)
(5263, 11)
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Raychel RayRay | skank | post0_comment | NaN | NaN | NaN | NaN | True | skank | English | skank |
df_comments.type.value_counts()
post0_comment 2380 post4_comment 640 Not Recommend 612 post1_comment 451 post2_comment 440 post3_comment 380 post5_comment 360 Name: type, dtype: int64
helpers.go_pie('Threat & Hate-Speech Vs Others',
['Threat', 'Hate-Speech', 'Others'],
[n_threat, n_hate, nothate],
c=['#E45756', '#F58518', '#4C78A8'])
print(f'\n{df_threat.shape[0]} contributions, made by {df_threat.username.nunique()} Users, In {df_threat.language.nunique()} Languages')
625 contributions, made by 582 Users, In 23 Languages
df_threat.type.value_counts()
post0_comment 313 Not Recommend 97 post4_comment 57 post1_comment 51 post2_comment 42 post3_comment 37 post5_comment 28 Name: type, dtype: int64
len(neg_text)
167
print(f'{df_hate.shape[0]} contributions, made by {df_hate.username.nunique()} Users, In {df_hate.language.nunique()} Languages')
2244 contributions, made by 1999 Users, In 56 Languages
len(all_threat)
30
helpers.go_pie('Different Threat Keywords',
['Kill & Death', 'Hell & Burn', 'Crime & Jail'],
[n_death, n_burn, n_crime],
c=['#E45756', '#F58518', '#BAB0AC'])
| Keyword | Language | Transelation |
|---|---|---|
| muerte | Spanish | Death |
| 死ね | Japanese | Die |
| muerete | Spanish | Die |
| morire | Italian | Die |
| morir | Spanish | To die |
| muere | Spanish | go dead |
| matar | Portuguese | to kill |
| prigione | Italian | prison |
| prisión | Spanish | Prison |
| inferno | Italian | Hell |
| infierno | Spanish | Hell |
| Ад | Russian | Hell |
| pagar | Spanish | to pay |
# threat_counts.head(60).reset_index(drop=True)
helpers.barh(threat_counts.head(15), '"Threat Keywords" Counts (1)', threshold=0, c=mycolors1)
helpers.barh(threat_counts[15:].head(15), '"Threat Keywords" Counts (2)', threshold=0, c=mycolors2)
print(f'\n{df_death.shape[0]} contributions, made by {df_death.username.nunique()} Users, In {df_death.language.nunique()} Languages')
141 contributions, made by 131 Users, In 16 Languages
print(f'\n{df_burn.shape[0]} contributions, made by {df_burn.username.nunique()} Users, In {df_burn.language.nunique()} Languages')
126 contributions, made by 117 Users, In 9 Languages
print(f'\n{df_crime.shape[0]} contributions, made by {df_crime.username.nunique()} Users, In {df_crime.language.nunique()} Languages')
382 contributions, made by 367 Users, In 11 Languages
Exploring Threat Comments¶
# all_threat = {'burn', 'crime', 'criminal', 'dead', 'death', 'deserve', 'die', 'hell', 'inferno', 'infierno', 'jail',
# 'karma', 'kill', 'kys', 'matar', 'morir', 'morire', 'muere', 'muerete', 'muerta', 'muerte', 'murder',
# 'pagar', 'pay', 'prigione', 'prisión', 'prison', 'punish', 'ад', '死ね'}
print(f'{df_threat.shape[0]} contributions, made by {df_threat.username.nunique()} UsersIn {df_threat.language.nunique()} Languages')
df_threat.head(1)
625 contributions, made by 582 UsersIn 23 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | Michealie McDowell | my son's father beat me so badly while i was p... | post0_comment | NaN | NaN | NaN | NaN | True | my son's father beat me so badly while i was p... | English | my son's father beat me so badly while i was p... |
df_threat.type.value_counts()
post0_comment 313 Not Recommend 97 post4_comment 57 post1_comment 51 post2_comment 42 post3_comment 37 post5_comment 28 Name: type, dtype: int64
helpers.barh(df_threat.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language',
'language': 'Count'}).head(15),
'Languages Used in Threat Comments', threshold=0, c=0)
df_threat_others = df_threat[df_threat.language != 'English']
print(f'{df_threat_others.shape[0]} contributions, made by {df_threat_others.username.nunique()} Users, In {df_threat_others.language.nunique()} Languages')
df_threat_others.head(1)
163 contributions, made by 155 Users, In 22 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 120 | Mishel Judit Quisocala Condori | aquí desde perú nadie te quiere volver a ver, ... | post0_comment | NaN | NaN | NaN | NaN | True | aquí desde perú nadie te quiere volver a ver, ... | Spanish | here from peru no one wants to see you again, ... |
threat_others_users = df_threat_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(threat_others_users.head(15), '"Threat Comments" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_threat_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Spanish | here from peru no one wants to see you again, we want to see you destroyed as well as destroy our great captain | Mishel Judit Quisocala Condori |
| 1 | tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! | Spanish | Sooner or later the time will come to pay for all the evil that one does! | Nayd Tania Blanco Quispe |
| 2 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | German | the alleged proof photo is just ridiculous! anyone who has had a hard day could be photographed like that, i would agree with jonny d on true greatness and show that i have character in my body and not act like an offended girl in a bitch shed, like in kindergarten, oh sorry they have more crabs | Katharina Schäfer |
| 3 | a mí nadie me ha pagado para firmar por su despido, yo lo hago gratis. | Spanish | nobody has paid me to sign for their dismissal, I do it for free | Martinez Nana |
| 4 | tu y la panini deben de irse agarraditas dela mano al infierno son tal para cual hjsdp | Spanish | you and the panini must go hand in hand to hell they are such for which hjsdp | Abby's Burgers |
| 5 | nadie mire sus películas, nadie mire aquaman | Spanish | nobody watch his movies, nobody watch aquaman | Ar An Melgar |
| 6 | tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona | Spanish | you are the reason a man can help kill a woman without ever having killed anyone | K̶e̶v̶i̶n̶ Tomas Martinez Barra |
| 7 | vas a pagar tarde o temprano el daño que estás causando. ni siquiera nunca te he conocido cómo actriz se de vos por el daño que estás causando al gran actor depp. bruja | Spanish | sooner or later you are going to pay for the damage you are causing i have never even met you as an actress i know of you for the damage you are causing to the great actor depp witch | Lupita Solis |
| 8 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Spanish | nobody supports you, we are all against you and supporting jonnhy who would never do those stupid things of yours: | Danétt Morales |
| 9 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Spanish | do you think you would exist if johnny had not made you his wife? don't be so stupid, without him you are nobody you have no shame, the money runs out and don't think you will have a good life, getting money the easy way #justiceforjohnnydeep | Karinita Davila |
| 10 | nadie ha pagado una campaña contra ti amber, simplemente te odiamos 😁 | Spanish | no one has paid for a campaign against you amber we just hate you | Sonia Ascencio |
| 11 | las mujeres luchamos por las mujeres, pero sin duda nadie pondría un dedo al fuego por ti. | Spanish | women fight for women, but no one would put a finger in the fire for you | Valita Espejo |
| 12 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Spanish | shut up you are a liar of the worst that exists but remember sooner or later you are going to pay remember | Richard Monzon Caceres |
| 13 | a nadie le importa | Spanish | nobody cares | Carolina Quintero |
| 14 | no puedes predicar igualdad si no eres capaz de respetar para que te respeten. lo malo que hiciste en algún momento la vida te lo va a cobrar por dos. se llama karma... | Spanish | you cannot preach equality if you are not able to respect so that they respect you the bad thing you did at some point life is going to charge you for two it is called karma | Kat AJ |
| 15 | ya te llegará el karma ✌️ | Catalan | karma will come to you ✌ | Polo López |
| 16 | nadie aquí viene a apoyarte | Spanish | nobody here comes to support you | Ira Isi |
| 17 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Spanish | now it turns out that deep pays so that we are all against him hahaha no one pays anyone they hate you for free 🤣 | Maykeling Valle Cruz |
| 18 | гори в аду ембер блядддь | Serbian | burn in hell ember damn | Vladislav Goncharenko |
| 19 | todo lo que hiciste a johnny depp te lo sucedera karma | Spanish | everything you did to johnny depp karma will happen to you | Alicia Nogales |
| 20 | muy lamentable tus acciones en contra de tan grande artista como johnny depp más bien tu deverias ser la que pierda tu papel como mera, ya no que cualquiera podría hacer mejor que tu, en cambio no hay nadie más que pueda hacer los papeles de jonny depp ya que la esencia de los personajes que interpreta son realmente únicos. #justiceforjohnnydeep | Spanish | very unfortunate your actions against such a great artist like johnny depp rather you should be the one to lose your role as mere, not that anyone could do better than you, instead there is no one else who can play the roles of jonny depp since the essence of the characters he plays are really unique #justiceforjohnnydeep | Shirley Corani |
| 21 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Spanish | heartless bitch!!!! you just grabbed jd as a platform to get fame and now you're sinking all by yourself because of your fallacies towards him!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 22 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | French | I wish you prison no class eat in the middle of a trial it sets the tone for you bitch i hope you go on jail! | Fad Drissi |
| 23 | debieras de sincerarte y dejar de hacer culpable a alguien inocente, el karma existe y te va a penar siempre | Spanish | you should be honest and stop making someone innocent guilty, karma exists and it will always hurt you | Christian Marcelo Zelaya Figueroa |
| 24 | eres una mala mujer y mentirosa pero existe el karma | Spanish | you are a bad woman and a liar but there is karma | Lii Cii Jan |
| 25 | por mujeres como tú muchos hombres pasan infiernos, ojalá te quedaras tú sin trabajo | Spanish | for women like you many men go through hell, I wish you would stay without a job | Marilupe Baena |
| 26 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Spanish | neither with all the money you took from jhonny, nor with all the humiliation you made him go through, you will never be happy in life, there is a karma and you will see it soon psychopath | Bladimir Martinez |
| 27 | todo lo malo que le has hecho a jhonny deep la vas a pagar #justiceforjohnny | Spanish | you're going to pay for everything bad you've done to jhonny deep #justiceforjohnny | Enmanuel IC Rodríguez |
| 28 | te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! | Spanish | I would have you close I would break your ovaries with a single kick, filth, I hope you rot before you die! | Delby Hatun |
| 29 | ✨die✨ | Afrikaans | the | Mimi May |
| 30 | kys | Manx | kiss | Jaime André Becerra |
| 31 | nadie te quiere | Spanish | nobody loves You | Katherine Riaño |
| 32 | die | Afrikaans | the | Amy Harris |
| 33 | te vas a sufrir en el infierno | Spanish | you will suffer in hell | Sandy MO |
| 34 | nadie te quiere 😒 | Spanish | nobody loves You | Juls Sánchez |
| 35 | karma exist!!!!! | Sanskrit | karma exist!!!!! | Misha RL |
| 36 | erm die? | Afrikaans | erm the? | Dylan Burrells Cates |
| 37 | #justiceforjohnnydepp #deathamberheard | Manx | #justiceforjohnnydepp #deathamberheard | Gaity Figueroa |
| 38 | #justiceforjohnnydeep #deathamberheard | Danish | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 39 | pls die thnx | Dutch | pls die thnx | Ana Trujillo |
| 40 | que bolas, nadie te quiere. ojala y no te contraten. | Spanish | what balls, nobody loves you hopefully and they don't hire you | Joeyber Alexander |
| 41 | ojalá te quemes en el infierno... | Spanish | I hope you burn in hell | Luis Diego |
| 42 | devi morire troia | Italian | you must die bitch | Luca Cianci |
| 43 | #amberheardshouldbeinprison! | Luxembourgish | #amberheardshouldbeinprison! | Manilyn Sansano |
| 44 | fuck u, die pls | Afrikaans | fuck u, die pls | Lucas Gasparini |
| 45 | maldita muere te en el infierno | Spanish | damn you die in hell | Karla Salazar Tapia |
| 46 | go die | Afrikaans | go die | Entle Buthelezi |
| 47 | nunca fuiste del interés de nadie,maldita loca. | Spanish | you were never in anyone's interest, damn crazy | Alex Appleby |
| 48 | vieja maldita abusiva algún día vas a pagar lo que le haces a johnny depp. | Spanish | old fucking abusive someday you're going to pay for what you do to johnny depp | Yeca Bracho |
| 49 | perra maldita!!!!! como pudiste haver esto a un ser humano, te mereces lo peor del mundo, ojalá que nadie te contrate, recuerda quenque karma llega!!!! | Spanish | damn bitch!!!!! how could you do this to a human being, you deserve the worst in the world, I hope no one hires you, remember that karma comes!!!! | Francisco Javier |
| 50 | espero que pronto te llegue el karma, que pagues todo el mal que hiciste, él es más q un actor, es un gran artista, y esto que tu le inventaste, a él le va a servir para renacer y seguir triunfando!! y tu, vil basura te irás desapareciendo..... | Spanish | I hope that karma will come to you soon, that you pay for all the evil you did, he is more than an actor, he is a great artist, and what you invented for him will help him to be reborn and continue to succeed!! and you vile trash will disappear | Miroslava SC |
| 51 | #amberheard4prison | German | #amberheard4prison | Vaughn Milhouse |
| 52 | solo digo que ojalá te llegue el karma y te llegue el doble | Spanish | I'm just saying that I hope karma comes to you and it comes to you twice as much | Ciel Cyhellth |
| 53 | nur ein radio ist besser. dies lässt sich abstellen. | German | only one radio is better this can be turned off | Heike Enders |
| 54 | muerete | Guarani | die | Cath Illyasbel ZC |
| 55 | ahí un karma y pronto te llegará | Spanish | there is a karma and soon it will come to you | Anyela Depp |
| 56 | die | Afrikaans | the | Christian Hightower |
| 57 | a nadie le interesa 😡😡😡 | Spanish | nobody cares | Bonifacio Guerrero Eliana |
| 58 | #justiceforjohnnydepp #deathamberheard | Manx | #justiceforjohnnydepp #deathamberheard | Javier Quintanilla |
| 59 | yeah fck u kys | Danish | yeah fck u kiss | Roxanne Merveilleux |
df = df_threat_others[['comment', 'language','translated', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 | Spanish | nobody wants to see a bitch taking pictures of herself when you get old your boobs will be on the floor and your ass will be rotting from the shit of lies that come out of your mouth bitch2 | Yosoy L Quien Mas |
| 1 | ahora viene aquí a decir que nos pagaron hacemos esto por qué es lo justo, no por que nos pagaron no siempre habrá dinero entre medio para hacer justicia!!!? ojala vivas lo que jhonny esta viviendo injustamente | Spanish | now he comes here to say that they paid us we do this because it is fair, not because they paid us there will not always be money in between to do justice!!!? I hope you live what Johnny is living unfairly | Fabiola Ramírez |
| 2 | en serio. me desepcione bastante de esta... ponbre de depp. estar a la par de esta falsa... que indignación a de sentir... él siendo un gran actor, perdiendo tiempo con esa sarrapastroza. …see more | Spanish | Seriously, I was quite disappointed in this poor depp being on par with this fake, how indignant he felt being a great actor, wasting time with that slob see more | Renata Vasquez |
| 3 | die | Afrikaans | the | Jose Sniper Galvez |
| 4 | kys | Manx | kiss | Alec Rinn |
| 5 | scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno. jonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more | Italian | scamber turd she doesn't know who jonny is nobody knows because it was never revealed but the lady made the biggest mistake of her life! first she will go to prison and then to hell jonny and sacred !! dear Sirs!! this is the revelation !! wanted more | Antonella Petrucci Alchemikiz |
| 6 | #amberheardshouldbeinprison!! | Luxembourgish | #amberheardshouldbeinprison!! | Manilyn Sansano |
| 7 | die | Afrikaans | the | Sid Faundez |
| 8 | die. | Afrikaans | the | Carlos St |
| 9 | karma llegará 😊 | Catalan | karma will come | Zayuri Justiniano Flores |
| 10 | espero que tu carrera se venga abajo, que el karma te pegue lentamente... #justiceforjohnnydeep!!! 🔥🔥🔥🔥🔥🔥🔥 | Spanish | I hope your career falls apart, that karma slowly hits you #justiceforjohnnydeep!!! | Ivana Godoy |
| 11 | karma boo, karma. | Wolof | karma boo, karma | Jessica Lambrechts |
| 12 | nadie te quiere | Spanish | nobody loves You | Valeria Ortíz |
| 13 | karma | Sanskrit | karma | Daniella Panelli |
| 14 | el karma vive .. | Spanish | karma lives | Jeshua Guzmán |
| 15 | raquítica escuálida anoréxica lo que hiciste a jonny pagaras con el karma.😠😠😠😠 | Spanish | emaciated emaciated anorexic what you did to jonny you will pay with karma | Charlotte Ferrer |
| 16 | arunava cmnts gulo por sudhu....amber k dhhuye dieche... | Javanese | arunava cmnts gulo por sudhuamber k dhuhuye dieche | Monalisa Khondakar |
| 17 | con cara de mosca muerta resulto ser tremenda loca. | Spanish | with the face of a dead fly, it turned out to be tremendously crazy | Joan Rosario Zárate V |
| 18 | trash ... te va caer el karma | Spanish | trash karma will fall on you | Cristian Medina Guzman |
| 19 | #justiceforjohnnydepp #deathamberheard | Manx | #justiceforjohnnydepp #deathamberheard | Marthita Sosa |
| 20 | huevos, hdsptm no suelo odiar a nadie, pero a amber heard si 😡 | Spanish | eggs, hdsptm I don't usually hate anyone, but amber heard yes | Hécate Asgard |
| 21 | #chingatumadreamberhear méxico no había odiado a nadie más que a karla panini en una década pero tú vas y #chingasatumadredosveces | Spanish | #chingatumadreamberhear mexico hadn't hated anyone more than karla panini in a decade but you go and #chingasatumadreamberhear twice | Lupita Diaz |
| 22 | aquél que daña a los inofensivos o lastima a los inocentes diez veces se castiga a sí mismo.…see more | Spanish | he who harms the harmless or hurts the innocent ten times punishes himselfsee more | Jorge Isacc Morales Alabat |
| 23 | justicia qué esta vieja se vaya a prisión 😠😠😠 | Spanish | justice that this old woman go to prison | Maria Eugenia Anaya Valladolid |
| 24 | boicot a todas la películas donde aparezca... nadie vaya a verlas 🤣🤣🤣 #justiceforjhonnydepp #quefeoquenadietequiera …see more | Spanish | boycott all the movies where no one appears to see them 🤣🤣🤣 #justiceforjhonnydepp #quefeoquenadietequiera see more | Ivonne Ch |
| 25 | kys | Manx | kiss | Malik Tuttle |
| 26 | #justiceforjohnnydeep #deathamberheard | Danish | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 27 | puta vieja loca maldita algún día pagará todo lo que ha echo 😡 | Spanish | fucking crazy old bitch one day she'll pay for everything she's done | Zeltzin Andrade Candia |
| 28 | es la peor persona que haya existido, una persona doble cara y ambiciosa. quiere terminar ar con la carrera de un gran actor que cuenta con un gran talento y es johnny depp. es una mentirosa, vividora y violenta, ya que en una de sus relaciones anteriores se dieron a conocer pruebas de que ella era quien violentaba y ahora se quiere hacer la víctima con todos los medios y con la gente, pero johnny depp no está sólo y le da coraje el ver todo el apoyo que tiene a su favor y por eso inventa que el favoritismo es porque hay una paga de por medio cuándo lo único que influye es la gran persona que a demostrado ser johnny depp. así que sin más, no recomiendo esta página ni seguir a amber heard por mentirosa. | Spanish | He is the worst person who has ever existed, a two-faced and ambitious person who wants to end the career of a great actor who has great talent and is Johnny Depp. evidence was released that she was the one who did violence and now she wants to play the victim with all the media and with the people, but johnny depp is not alone and it gives him courage to see all the support he has in his favor and for that he invents that favoritism is because there is a pay involved when the only thing that influences is the great person who has proven to be johnny depp so without further ado, I do not recommend this page or follow amber heard for being a liar | Skanya Suastegui |
| 29 | esta tipa es un asco de persona, no merece el respeto de nadie. justicia para johnny depp | Spanish | this girl is a disgusting person, she doesn't deserve anyone's respect, justice for johnny depp | Diego MoBe |
| 30 | me parece que una mujer que miente, se burla y sobre todo maltrata no puede ser recomendable, mucho menos debería seguir trabajando en el medio, todo lo que hacemos se regresa tres veces y no nos vamos de esta vida sin antes pagar... #justiciaparajohnnydeep | Spanish | It seems to me that a woman who lies, mocks and above all mistreats cannot be recommended, much less should she continue working in the field, everything we do comes back three times and we do not leave this life without first paying #justiciaparajohnnydeep | Fan DG |
| 31 | una maldita mentirosa muere | Spanish | a fucking liar dies | Linnet Depp |
| 32 | realmente no hay nada que recomendar de está tipeja, no representa nada ni a nadie | Spanish | there really is nothing to recommend about this guy, he does not represent anything or anyone | Ramses Darko |
| 33 | #justiceforjohnnydeep. esta mujer es una arpia, viendo los videos y grabaciones esta claro que ella lo maltrataba #amberheardisanabuser a mi nadie me está pagando por decir esto claramente ella está mal de la cabeza y como es que sigue normal con su trabajo en el cine ella es un mal ejemplo!! con esos antecedentes que tiene #johnnydeppisinnocent #boycottaquaman2 | Spanish | #justiceforjohnnydeep this woman is a harpy, seeing the videos and recordings it is clear that she mistreated him #amberheardisanabuser no one is paying me to say this clearly she is out of her mind and how is she still normal with her work in the cinema is a bad example! with that background that she has #johnnydeppisinnocent # boycottaquaman2 | Sally N. Pumaleque Incalla |
| 34 | es una perra maldita, mentirosa, mojon de baño publico. apestas, te vas a ir al infierno maldita hija de puta. | Spanish | she's a fucking bitch, liar, public bathroom landmark you suck, you're going to hell you fucking son of a bitch | Adriana Loera Velasco |
| 35 | deja de hacer calumnias bruja esta eres una verguenza te vere en el infierno..... ( desde el cielo) #justiceforjhonnydeeb | Spanish | stop slandering witch this is a disgrace i will see you in hell from heaven #justiceforjhonnydeeb | Limbert Burgos Carrillo |
| 36 | jsjdjss muerte a esta pvt4 | Spanish | jsjdjss death to this pvt4 | Mayli Mendes Idk |
| 37 | くたばれ この野郎。地獄で死ね!!!!🤬🤬🤬🤬🤬🖕 | Japanese | Kutabare This bastard. Die in hell! !! !! !! | Mina Chan |
| 38 | #justiceforjohnnydepp no a la violencia hacia a los hombres no por que es mujer no será castigada por violenta y abusiva ella estuvo a restada por golpiar a su ex pareja y hermana la única culpable de ejercer violencia es amber nada más johnny es inoc…see more | Spanish | #justiceforjohnnydepp no to violence towards men not because she is a woman she will not be punished for being violent and abusive she was subtracted for beating her ex-partner and sister the only one to blame for exercising violence is amber nothing else johnny is inocsee more | Kryztina Martinez |
| 39 | i film che ho visto in cui compari sono pressoché zero e d'ora in avanti presterò molta attenzione al cast completo di ogni singola produzione warner bros e se per caso compare il tuo bel nome cestinerò il film e inviterò amici e parenti a fare altrettanto. 🇮🇹 | Italian | the films I have seen in which you appear are almost zero and from now on I will pay close attention to the complete cast of every single warner bros production and if by chance your beautiful name appears I will trash the film and invite friends and family to do the same | Engel Friedrich |
| 40 | alguien aqui que hable español y que porfavor me explique que diablos esta pasando y si es cierto lo que dicen de jhonny | Spanish | someone here who speaks spanish and please explain to me what the hell is going on and if it's true what they say about jhonny | Işmaęł Břiţo |
| 41 | wen soad camargo mira aquí está la desgraciada no tiene vergüenza la violencia no tiene género pero como digo el que riendo la hace llorando la paga. | Spanish | wen soad camargo look here is the wretch has no shame violence has no gender but as I say the one who laughs makes her cry pays | Eliza Snchz Fnsca |
| 42 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 43 | me das mucha pena amber yo lo aprecio mucho a johnny no se merece esto | Spanish | i feel sorry for you amber i really appreciate johnny he doesn't deserve this | Hector Rocha |
| 44 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 45 | fuori dal me too! now!!!! vergonosa, viscida e vigliacca!!! sapete che la mamma di johnny sospettava tutto?? ma lei nel 2016 ha cominciato il casino tre giorni dopo la morte della mamma!!! proprio a dire: "avevi ragione ma non vedrai mai che avevi ragi…see more | Italian | out of me too! now !!!! shaggy, slimy and cowardly !!! do you know that johnny's mom suspected everything ?? but in 2016 she started the mess three days after the death of her mother !!! just to say: you were right but you will never see that you had reason and more | Simone Prete |
| 46 | ojalá te metan a la cárcel, dónde mereces estar | Spanish | I hope they put you in jail, where do you deserve to be | Yahir Ismael |
| 47 | q la vida t devuelva lo q mereces!!!! #justiceforjohnnydeep | Spanish | may life give you back what you deserve!!!! #justiceforjohnnydeep | Rebeca Rosales |
| 48 | las malas personas siempre tienen su merecido! tú ganaste tu tumba 😡! | Spanish | bad people always get what they deserve! you won your grave! | Ariana Valencia |
| 49 | mereces que te despidan de todos tus proyectos bruja 😡🤬 | Spanish | you deserve to be fired from all your projects witch | Jorge Baca |
| 50 | espero que tu carrera se valla a la mierdad das vergüenza 😒 | Catalan | I hope your career goes to hell, you're embarrassing | 매기우리 |
| 51 | hola. pueden quitar sus likes a esta página. 😒 | Spanish | hello you can remove your likes to this page | Rubí Nabile |
| 52 | bonjour gold digger | French | hello gold digger | Jean Yves Francois Jacquin |
| 53 | hai infangato il nome di johnny depp | Galician | you have muddied johnny depp's name | Christian Andreas La Mattina |
| 54 | dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! | Italian | god will punish you for what you did! it is very heavily! very! Devil! | Antonella Petrucci Alchemikiz |
| 55 | ella le corto el dedo, le quemó la cara con un cigarrillo, echó a la basura sus medicamentos, le pegó con la puerta...le tiró de todo cuanto pudo a la cabeza, le golpeó, le pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un m…see more | Spanish | She cut off his finger, burned his face with a cigarette, threw his medicine in the trash, hit him with the door, threw everything he could at his head, hit him, kicked him, spat on him, mocked and insulted him until he died. tiredness making you feel a msee more | JI Alejandre |
| 56 | deberías hacerle un favor a la humanidad y suicidarte.. te odiamos #justicieforjohnny | Spanish | you should do humanity a favor and kill yourself we hate you #justiceforjohnny | Carola CL |
| 57 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanc…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until exhaustioncsee more | Maria Eugenia Vasquez |
| 58 | maldita ojalá pagues todo lo que hiciste a jhonny depp. pudrete | Spanish | damn I hope you pay everything you did to jhonny depp fuck you | Gladysha Tsukino |
| 59 | por que no mejor te suicidas por la mierda que eres y nos lo transmites en vivo, eso si que daría gusto perra. | Spanish | why don't you kill yourself for the shit you are and broadcast it to us live, that would be nice bitch | Gabrielle Riddle |
df = df_threat_others[['comment', 'language','translated', 'username']][120:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | perra asquerosa no mereces la fama que tienes ! desde colombia odiamos tu falsa imagen y amamos a jhonny das asco | Spanish | filthy bitch you don't deserve the fame you have! from colombia we hate your false image and we love jhonny das disgust | Valentina Lucy |
| 1 | vete a la verga | Albanian | go to hell | Santiago NC |
| 2 | cárcel para tiiiii | Indonesian | jail for you | Luna Mars |
| 3 | mucha 🐶 hpta muera c | Spanish | a lot of hpta die c | Natalia Burbano Trujillo |
| 4 | vete ala mierda | Spanish | go to hell | Morales Santillan Rosa Ysela |
| 5 | andate a la mierda | Spanish | go to hell | Andi Serrano |
| 6 | jamais je likerai pour vous, 😠😡je préférai mourir que de trahir mon johnny depp d’amour ❤️❤️❤️ je l’adore je l’aime de tout mon cœur #justiceforjohnnydeep ❤️❤️❤️❤️❤️❤️❤️❤️❤️ | French | I will never like for you, I would rather die than betray my love johnny depp I adore him I love him with all my heart #justiceforjohnnydeep | Coco Depp |
| 7 | plutot creuver pauvre fille 🤮🤮🤮🤮 | French | rather die poor girl | Florence Martin-duloz |
| 8 | pucha ... que mal que existan mujeres que si han sufrido de maltratos .. en mi país "chile " han muerto miles y miles has sufrido. cortes .puñaladas. a una le sacaron los ojos y sigue viva . y a ti espécimen desagradable hipócrita mentirosa .que te aut…see more | Spanish | Damn it's too bad that there are women who have suffered mistreatment in my country, Chile, thousands and thousands have died, you've suffered cuts, stabs, one of them had her eyes gouged out and she's still alive, and you, a nasty specimen, a hypocrite, a liar, I'll help you see more | Maria Fuentes |
| 9 | 只想说 你妈死了,你纯粹是个妓女。 | Chinese | Just want to say your mom is dead and you're a pure prostitute. | Parker Thomas |
| 10 | est hija de puta es una basura mentirosa ojala te llegue ese periodo y te muera perra | Spanish | this daughter of a bitch is a lying trash I hope that period will come to you and you will die bitch | AnDrés MeNesés |
| 11 | muérete puta de mierda. | Spanish | die you fucking whore | Aangiie Luu Roshh |
| 12 | ojala y te mueras hija de tu puta madre | Spanish | I hope you die daughter of your fucking mother | Alejandro Cisneros |
| 13 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 14 | me das asco no soy un hackers ruso jaja locaaaaaaaa ya que el no te lo dijo eres una golpeadora maltratadora no mereces el éxito que tienes 👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎 | Spanish | you disgust me i'm not a russian hacker haha crazyaaaaaaa since he didn't tell you you're an abusive beater you don't deserve the success you have | Cristina Ortiz |
| 15 | hai infangato il nome di johnny depp | Galician | you have muddied johnny depp's name | Christian Andreas La Mattina |
| 16 | ojalá te mueras maldita perra | Spanish | I hope you die damn bitch | Patricia Cruz |
| 17 | merece morrer vagabunda | Portuguese | deserve to die bitch | Gustavo Castelli |
| 18 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 19 | sos una maldita perra y ojala la estes pagando por todo lo que hiciste. puta | Spanish | you are a damn bitch and I hope you are paying her for everything you did bitch | Cris Vega |
| 20 | calla zorra, vas a caer como el hidemburg. y tendrás lo que te mereces mala persona. | Spanish | shut up bitch, you're going to fall like hidemburg and you'll get what you deserve bad person | Sidharta Martin |
| 21 | todo el odio te lo mereces. | Spanish | all the hate you deserve it | Alex Mendoza |
| 22 | tu, warner y disney váyanse a la mierda! | Spanish | you, warner and disney go to hell! | Fernando LF |
| 23 | lindo casamento nas bahamas mereciam ser felizes. a glamour sempre arrazar nas boas matérias de revista super matéria comprei uma revista glamour com a cleo pires na capa talentosa atriz e cantora linda . https://revistaglamour.globo.com/.../fotos-mostram... | Portuguese | beautiful wedding in the bahamas deserved to be happy glamor always rocking good magazine articles super article i bought a glamor magazine with cleo pires on the cover talented actress and beautiful singer https:revistaglamourglobocomfotosmostram | Zayra De Souza Justo |
| 24 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 25 | ojala algun día pagues todo lo que le estas haciendo a johnny depp #justiceforjohnnydeep | Spanish | hopefully one day you will pay for everything you are doing to johnny depp #justiceforjohnnydeep | Mary Gonzalez |
| 26 | que lindo cómo te quemaste solita | Spanish | How nice how you burned yourself | Ezequiel Hidalgo |
| 27 | මේ පට්ටෞ ත්.ති.ගෙ දුව මැරිලාවත් යන් නෑනෙ 😪 | Sinhala | The daughter of this Pattau Ththi is not even dead | ලහිරු ජනිත් |
| 28 | #justiceforjohnnydeep en esa foto parece que no tuvieras cuello . sabes sólo le pido a dios que te encuentres con gente igual a ti y que te hagan lo mismo que tú haces y que te de lo que te mereces se lo pido de todo corazón ya sabrás tú si eso te conviene ? | Spanish | #justiceforjohnnydeep in that photo it seems that you don't have a neck you know I only ask God that you meet people just like you and that they do to you the same thing that you do and that he gives you what you deserve I ask him with all my heart you will already know if that suits you? | Jenka Cc |
| 29 | tarde o temprano la verdad saldrá a la luz y recibirás tu merecido | Spanish | sooner or later the truth will come out and you will get what you deserve | Santiago Guadarrama |
| 30 | que se muera esta mierda #justiceforjohnny | Spanish | let this shit die #justiceforjohnny | Sofia Laura |
| 31 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 32 | por que no estas en la carcel 😒 bien sabes lo que paso... ya deja tranquilo a jhonny. …see more | Spanish | why aren't you in jail you know what happened and leave jhonny alone see more | Sanchez Natz |
| 33 | está foto está tipo... como cuando te masturbas y brincas porque tienes un vídeo en xvideos... si ella tiene un vídeo sexual, y ni sabes finjir un orgasmo. ah y que horrible persona abusadora . terrible por fuera y asquerosa por dentro. pdt. porque no te quemas los ojos con cigarrillos. | Spanish | this photo is like when you masturbate and jump because you have a video on xvideos if she has a sex video, and you don't even know how to fake an orgasm oh and what a horrible abusive person terrible on the outside and disgusting on the inside pdt why don't you burn your eyes with cigarettes | Nick Miller |
| 34 | ella es una mentirosa , egoísta y está loca se aprovechó de su papel de mujer y daño a una persona inocente . no merece nada más que el desprecio total de los seguidores de aquella persona . #justicia por jhonny deep | Spanish | she is a liar, selfish and crazy she took advantage of her role as a woman and harmed an innocent person she deserves nothing more than the total contempt of that person's followers #justice for jhonny deep | Ivy Vanessa |
| 35 | es triste que haya mujeres que de verdad es tan sufriendo acosos, maltratos de varias formas y vengas tú a hacer las mismas cosas a otra persona que no se merece que por tus mentiras se termine su carrera | Spanish | It is sad that there are women who are really so harassed, mistreated in various ways and you come to do the same things to another person who does not deserve that their careers end because of your lies. | Celes CatCab |
| 36 | es una misogina que solo genera violecia de genero y deveria estar en la carcel o 2 metros bajo tierra e una tumba sin nombre | Portuguese | She is a misogynist who only generates gender violence and should be in jail or 2 meters under the ground in an unmarked grave | Dany Lopez Vazquez |
| 37 | es una abusadora y violenta, ya que finguio que su ex pareja la maltrataba física y psicológicamente para arruinar su carrera y su vida, cuando en realidad el afectado fue él, lo demandó y como tiene amigos y aliados en la corte ganó el juicio que todos sabemos que fue un fraude. además ni la sociedad ni la justicia cree en el abuso hacía los hombres y ella se aprovechó de aquello también. por todo eso esta mujer no merece ser un referente ni como actriz ni como ser humano. | Spanish | she is an abuser and violent, since she pretended that her ex-partner was physically and psychologically abusing her to ruin her career and her life, when in reality he was the one affected, she sued him and as she has friends and allies in court she won the trial that everyone we know that it was a fraud also neither society nor justice believes in the abuse of men and she took advantage of that also for all that this woman does not deserve to be a reference neither as an actress nor as a human being | Liszbeth Vega Espinoza |
| 38 | hay suficientes pruebas para que vaya a la cárcel por agresión física y aún así...sigue libre y él que está pagando todo es johnny... solo esperamos justicia #justiceforjohnnydepp | Spanish | there is enough evidence for him to go to jail for physical assault and yet he is still free and he who is paying for everything is johnny we just wait for justice #justiceforjohnnydepp | Eru Fujoshi |
| 39 | es una desgraciada, no merece la vida, ojalá y un camión le pase por encima #justiceforjohnny | Spanish | she's a wretch, she doesn't deserve life, hopefully a truck runs over her #justiceforjohnny | César Sotillo |
| 40 | porque: amber heard le quemó la cara con un cigarrillo a johnny depp, le corto el dedo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un mísero ser inferior. no contenta con eso, lo acusó falsamente de violentarla a pocos días de que la madre del actor muriera. no respetó el luto. johnny depp tiene horas de grabaciones de amber heard ab... see more | Spanish | because: amber heard burned johnny depp's face with a cigarette, cut off his finger, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, he spat, mocked and insulted until exhaustion making him feel like a miserable inferior being not happy with that, falsely accused him of violating her a few days after the actor's mother died he did not respect the mourning johnny depp has hours of recordings of amber heard ab see more | Cris M. Gutierrez |
| 41 | eres una maldita cucaracha espero que te llege lo que te mereces, pudrete bruja | Spanish | you're a fucking cockroach I hope you get what you deserve, fuck you witch | Licy Gl |
| 42 | que se vaya a la verga xd | Dutch | go to hell xd | Gerardo Lara Aguilar |
df_threat.comment.value_counts().head(20)
go to hell 5 la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 die 4 #justiceforjohnnydepp #deathamberheard 3 #deathtoamberheard 3 kys 3 don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 this cunt needs to go away... fuck her life for ever existing.\r\n\r\njohnny depp didn't deserve what that piece of shit woman did 2 i am not satisfied that johnny suffered due to that cow's lies.\r\n\r\nhe's so adorable, he didn't deserve it. i'm pissed. 2 nadie te quiere 2 hai infangato il nome di johnny depp 2 hello 2 you should be in jail 2 #justiceforjohnnydeep\r\n#deathamberheard 2 el karma vive .. 1 karmas a bitch 1 you should be in jail. 1 raquítica escuálida anoréxica lo que hiciste a jonny pagaras con el karma.😠😠😠😠 1 😡😡😡😡😡😡😡you will be punish by god😡😡😡😡😡😡😡 1 you should be in jail now 1 Name: comment, dtype: int64
df = df_threat[['comment', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | my son's father beat me so badly while i was pregnant he almost killed my child and myself. i'm listening to you berate him and tell at him and cuss at him on these tapes. he can't even get a word in. you should have been thankful he always walked away…see more | Michealie McDowell |
| 1 | i hope nothing but the worst for you johnny depp is my idol since my childhood he deserves nothing but they best he’s the most beautiful and handsome actor on earth to me💕💕 love you johnny | Jacky Ortiz |
| 2 | oh amber heard...u just wanted attention. you lied about johnny. so happy that you are out of his life. you didn't deserve him. augh! | Sareena Sky |
| 3 | who would want to follow an evil person who abused johnny depp and plays the sympathy card. you should be held accountable for your crimes you sad person | Michelle Fieldhouse |
| 4 | as a domestic violent victim, can see through the bull shit. karma is about to bite. i wish nothing but pain and misery. | Laura Samantha |
| 5 | the only reason i know who you are, is because of this shit you did with depp. otherwise who the hell are you? what have you done other than abuse men? not worth my time, sadly i wish i would be able to forget who you are, but because of what you did to one of my favorite actors, who i might add is incredible human being. …see more | Tyler Schrodt |
| 6 | you are miserable. no one have to pay me to boycott you and stand for a real actor and victim as johnny! you are not even an actress, you are just a pretty face. enjoy your career funeral #justiceforjohnnydepp | Flavia Atena Cristini |
| 7 | i hope you'll get what you deserve for your shameful acts and it wouldn't be bad if you visit a psychiatrist sometimes.. | Radu M. Christian |
| 8 | you need to be imprisoned for what you've done. you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda. you have done more damage than you will likely ever accept responsibility for. | Amy Neice |
| 9 | tell me why are you not in jail ? | Harry Synytskyi |
| 10 | wouldn't it be great if he next lover actually treated how she said she was treated hell i'd even send him some money in jail just for being such a good guy | Donald Liverance |
| 11 | men can also be victims of abuse not just women. you've never been abused.... if you were so called "abused" wheres the evidence oh wait theres not any.... only evidence thats there is you beating, burning, cutting a finger, etc. to johnny. you can have three of my exes y'all seem to like beating on people. | Kellee A Cummins |
| 12 | face it, johnny has more fans and followers than you’ll ever have... tell the truth stop destroying a man who doesn’t deserve all of this going on. | Charlotte Martin |
| 13 | hopefully your career is destroyed just as you have destroyed johnnys. your a mediocre actor and only get parts cause your easy on the eyes! while he is a true acting legend, i hope you get what you deserve you abuser! | Micaela Booysen |
| 14 | johnny depp doesn't deserve you ruining his career! he's a way better actor and human being than you!! | Samantha Hollis |
| 15 | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse. i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok. what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | Rafael C. Ballesteros |
| 16 | johnny deserved so much better. your career should be at stake. not his | Autumn White |
| 17 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Mishel Judit Quisocala Condori |
| 18 | you don't deserve to even look on the hollywood sign. you are ruining someones life and career, cos of your own mental illnes. | Tonjuralas Draide |
| 19 | i mean i think instead of reading your brainless tweets all of us would like to hear an apology to the actual survivors of domestic abuse and jonny himself. the shit that you pulled is the worst. i didn’t think anyone could stoop that low. i’m glad you’re getting what you deserve and don’t think for a minute that you don’t deserve it because it’s your karma. | Tailor Gokey |
| 20 | i've read every comment on amber and i know you hate her ( i don't hate her but i don't like her) but she deserves a touch of redemption. she deserves prison ( of course) but i believe there is a ( very) small chance of rehabilitation like every person in the world. | Hedrian Campbell |
| 21 | i hope u burn in hell for hijacking platform of domestic abuse for real victims!😡 there are many out there who need help but definitely not u! | Esther Chong |
| 22 | you will have to pay for the damage done to johnny deep, bad woman, go to hell. | Mariana Beatle |
| 23 | i'm against women abuse but i hope someone puts you in hospital you deserve any abuse you receive | Brandon Parker |
| 24 | bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser. if the rumor about you buying the uk judge to give you the results that you waited. u r definitely going to get fire n in prison😂 | Brianna James |
| 25 | you deserve to lose your jobs, so how you ruined jonny's life, we are going to make you pay and we will do justice. | Nadye Momsen |
| 26 | tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! | Nayd Tania Blanco Quispe |
| 27 | i´m still asking myself why you are not in jail... that´s where you belong... | Alberto Martinez Arango |
| 28 | no thanks... i don't follow abusers. you should be ashamed of yourself and all that you have done. karma will come bite you in the ass and i hope the whole world gets to see it. you're lucky he didn't put his hands on you because i would have. shame on you and everyone that thinks it's okay and think what you did wasn't wrong. i really hope you get what's coming to you. | Brittany Greene |
| 29 | what's the matter? you mad you had the best, but couldn't be the best? girl, i can't wait to see what karma has in store for you! you never deserved johnny ever! | Elizabeth Archuleta |
| 30 | remove yourself from aquaman 2 you twisted pippi longstocking! also, i’m pretty sure you played a role in cal worthington’s mysterious death! he was a car salesman out of long beach! turn yourself in amber!!! | Jeffrey Danna |
| 31 | pls quit your role in aquaman. u don't deserve being an actor when u ruined one of the best actors in this world | Daniel Fernández |
| 32 | youre going to be in the videos of 2050 when they do a recap of the actors whos career died before it began. | Rey Abdel Rivera |
| 33 | she never deserved a man as johnny. he is an excelent human being, so professional. i really love him. #nomoreamberheardinhollywood | Ximena Aguilera |
| 34 | everyone hates you amber why you were so cruel to jonny depp it is not his fault that your brain is full of dead fleas and fluff | Valentina Meraz Sosa |
| 35 | just watched aquaman with my nephews..it was great...good job! tell people to stay the hell out of your personal business | Wv Tom |
| 36 | she killed what supposed to be an another movie from pirates of th caribbean | Lawrence Aranas Montalban |
| 37 | you shouldn't be playing in part of any movie neither. get her out of aquaman. she dosent deserve it. you played the victim so well, but you can't fool people for too long. you ain't no victim, and you know it. #wbpicures bring back johnny deep. …see more | Yesica Garcia Chimal |
| 38 | johnny depp doesn't deserve you! you're the worst!!! | Nicole Rillera |
| 39 | aren't you in jail yet? | Alexandria Marie |
| 40 | you’re a shame to humanity. johnny depp deserves the world and more, and you’ve taken that from him, you’ve literally taken his entire life away, i hope you one day you’ll feel exactly what you put him & countless other men through. | Ella Longdon |
| 41 | just stopping by to say i hope you get exactly what you deserve 😉 | Ryan Deal |
| 42 | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it. you take the cake lady. we are absolutely disgusted in ur lies. i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr. depp and those of us who have been abused. shame on you. | Kelly Davis |
| 43 | i am so disgusted by what you have done on this domestic violence against johnny depp. i have been a victim of domestic violence where i was almost killed. you make me sick that you use this as your way to make money. you clearly physically abused your…see more | Carol Janzen |
| 44 | the worst quote i’ve ever read was by amber heard . “ you are a man . no one will ever believe you .” this my friends , is why men kill themselves . | Sean Virgin |
| 45 | you such a bad actor who doesn't even deserve to be an actor | Itss Jøűđýî |
| 46 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | Katharina Schäfer |
| 47 | you are a fox in sheep's clothing. you don't deserve anything, because, you are worth nothing. | Carito Chr |
| 48 | i think you should go to jail, your a disgrace to every woman that has ever been victim to domestic violence and hopefully you get your karma soon. | Melanie Frias |
| 49 | dang... you may be rich... but your personality makes you hella ugly. | Ouyay Uckerfay |
| 50 | nasty human.. making false allegations is a crime and you need to be held accountable. another attention seeker jumping on the #metoo bandwagon. leave johnny alone and move on with your life :p | David Romey |
| 51 | filth of the highest caliber! you are a person who only thinks of yourself and what you can lie to get what you want and ruin innocent peoples lives and reputations. equal rights should mean you should lose jobs like depp did and be punished. . | Jeremy Smith |
| 52 | you belong in jail for abuse. as of right now your career is dead. | Jeffrey Burney |
| 53 | i'm not defending amber but a little bit of respect her mother is died | Neasa Stompanato |
| 54 | i hope you lose your entire career for acting like a victim, cause that's exactly what you'll be in prison | Russ Lantz |
| 55 | karma will talk to amber, too. she's evil, and besides a really lousy actress. | Katri Rytövuori |
| 56 | no one should be supporting you, you deserve nothing | Avery Lee |
| 57 | stop talking about violence if you are the one who makes it! stop your lies! be honest and say i'm sorry to all and johnny. even if you don't, i believe in karma. | Stephania Suárez |
| 58 | how about trying to be a good person and stop lying!! 😡😡😡 remember karma is real and sooner or later will get you!! | Lore Montenegro |
| 59 | karma is coming amber! you'll pay for what u did to johnny depp. you need serious medication. apology is not enough for everything you did. | Lena Fernandez |
df = df_threat[['comment', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | your the worst actress that i have saw in a movie. f u you don't deserve the handsome man johnny depp | Aaliyah Kaith O Calizo |
| 1 | karma is your worst enemy!! remember what goes around comes around. and the best one yet. the truth will always come out. 👌 | Daniel William Davies |
| 2 | a mí nadie me ha pagado para firmar por su despido, yo lo hago gratis. | Martinez Nana |
| 3 | i cannot stand you as a person and you may have fooled the judges, but you won't fool karma, baby. you are the worst kind of human. full stop | Kristen Globensky |
| 4 | i thank you. you should be in jail. i hope your life is full of bad karma | Angie Kaiser |
| 5 | amber your going to jail for the horrible person u are. stop lying | Maritza Lissette |
| 6 | i hope you get what you deserve... your brains on the fucking ground😁 | Sean Garcia |
| 7 | i really hope you spend some time in jail for domestic violence and lying about it.. your a sick woman who needs severe psychiatric medical treatment. | Laurie McHowell Plantamuro |
| 8 | i got kicked off twitter because you kept getting offended by my posts. guess who's making another and another 😜 funny you feel "bullied". just do everyone a favor and drop dead. | Peyton Legitt |
| 9 | you are one of the worst people that was ever born on this planet, your place is in a prison | Vincent Herrera |
| 10 | tu y la panini deben de irse agarraditas dela mano al infierno son tal para cual hjsdp | Abby's Burgers |
| 11 | nadie mire sus películas, nadie mire aquaman | Ar An Melgar |
| 12 | you’re going to fucking jail, the law doesn’t like liars. clock is ticking | John McDowall |
| 13 | just remember karma is gonna come back around and it will be beautiful for all of us when we get to see it! not so much for u tho. hopefully your karma hurts like the ***** u are | Amyst Phillips Hayes |
| 14 | maybe you should try not being a vile human. you should be in jail. | Anastasia Rocco-Jackson |
| 15 | sooo you gonna leave hollywood or nah? depp deserves his roles back, you on the other hand dont. | Autumn Rose |
| 16 | i wish i was a woman in the 21st century. you're allowed to do so much as kill your own baby if you wanted to after a little too much to drink the night before. we've heard the tapes amber, what makes you a saint exactly? must be nice. even johnny's ex wives vouched for him. i will never pay to see anything you are in ever again, mark my words. | Kendall Sanders |
| 17 | deep is a lose cannon he lost me and grandchildren when he said " an actor needs to kill the potus" all our children watching this guy and he says that. | Rae Wilson |
| 18 | you don’t deserve to be an actress #justiceforjohnny | Ash Wheeler |
| 19 | you deserve to pay for the damage that you've done | Nadye Momsen |
| 20 | i just came here to say that i hate you amber. i hope you go to hell 😚 | Ariane Samantha Abrera |
| 21 | i hope you will pay for all you did to jhonny .you are a nobody . | Lila Dove |
| 22 | absolutely atrocious, you’ll burn for sure. if you are reading this amber, hope you get fired | Pho Luck |
| 23 | #unfollowamberheard on all social media! kgo! #manbeater doesn't deserve fans or followers | Warshaa Mishra |
| 24 | maybe when you go to prison i'll consider it. lier | Mafer Core Meow |
| 25 | tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona | K̶e̶v̶i̶n̶ Tomas Martinez Barra |
| 26 | there's a place reserved for you in hell | Victoria Orozco |
| 27 | karma is a b*tch‼️ you will get yours sooner or later and i hope it ruins you!! | Shayna Peters |
| 28 | vas a pagar tarde o temprano el daño que estás causando. ni siquiera nunca te he conocido cómo actriz se de vos por el daño que estás causando al gran actor depp. bruja | Lupita Solis |
| 29 | you should be in prison! for trying to ruin a mans life over money! you make every women look bad. | Bj Smith |
| 30 | you're a c***. i hope you meet someone who does everything to you that you done to johnny. and when you cry out for help, i hope no one believes you. karma is good like that. and honestly, you deserve it. no wonder aquaman was shite, would of been so …see more | Kelly Sarah McCafferty |
| 31 | your acting career is garbage you will pay for what you did to jhonny | Nick Quintana |
| 32 | i'll wait for karma to get you!! | Jake R. Blaso |
| 33 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Danétt Morales |
| 34 | you may be live on twitter, but your career is dead. 😹 | Justin Nokovich |
| 35 | hey amber i was just passing by and i wanted to tell you i am sorry for the very bad moments you are having right now i mean you suck and you deserve all this and even more…see more | Francisco Renteria |
| 36 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Karinita Davila |
| 37 | you make me ill! i hope karma takes care of you swiftly. | Shar Ro |
| 38 | nadie ha pagado una campaña contra ti amber, simplemente te odiamos 😁 | Sonia Ascencio |
| 39 | las mujeres luchamos por las mujeres, pero sin duda nadie pondría un dedo al fuego por ti. | Valita Espejo |
| 40 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Richard Monzon Caceres |
| 41 | amber heard is dead. | Aytes Anita |
| 42 | a nadie le importa | Carolina Quintero |
| 43 | amber must be a democrat. this makes her immune from any crimes she may have committed, so she gets a free pass. most hate groups are banned from fb. | Kevin Douglas |
| 44 | thanks to you women who really in trouble are neglected, you are a shame for all women!! have the guts to resign to the aquaman 2 movie you don’t deserve the role! plus you suck!! #justiceforjohnnydepp #fireamberheard | Ros Chavez |
| 45 | no puedes predicar igualdad si no eres capaz de respetar para que te respeten. lo malo que hiciste en algún momento la vida te lo va a cobrar por dos. se llama karma... | Kat AJ |
| 46 | ya te llegará el karma ✌️ | Polo López |
| 47 | nobody cares about this crap you litterally ruined a mans career over your disgusting ego and tried to make yourself look like a victim hope your career burns frfr and i pray karma rips you a whole new one | Sherri Jones |
| 48 | nadie aquí viene a apoyarte | Ira Isi |
| 49 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Maykeling Valle Cruz |
| 50 | гори в аду ембер блядддь | Vladislav Goncharenko |
| 51 | you need to leave jonny alone. move on. is it because you will never be as popular as him. he will have to pay for the things he's done. so will you | Susan Crowley |
| 52 | die - your hair. lol | Kevin Klassen |
| 53 | someday, you will pay all the things that you made against johnny | Melody Sofía |
| 54 | todo lo que hiciste a johnny depp te lo sucedera karma | Alicia Nogales |
| 55 | f you you do not deserve to be in aquaman #boycott #boycottaquaman2 | Melody Beckes |
| 56 | you are a bad woman but god punish you for being such a false and bad woman that the bad thing you did to johnny depp | Dayana Camayo |
| 57 | fuck you amber heard. you are not. a woman and you never will be. you are not. a human and i dont see you becoming one. you're a horrible formation of atoms and i cant wait to see when you get what you deserve. johnny depp is the sweetest, most handsome, most amazing actor and person on this earth and you decide to abuse him!? i'm so ashamed | Kimberly Reed |
| 58 | muy lamentable tus acciones en contra de tan grande artista como johnny depp más bien tu deverias ser la que pierda tu papel como mera, ya no que cualquiera podría hacer mejor que tu, en cambio no hay nadie más que pueda hacer los papeles de jonny depp ya que la esencia de los personajes que interpreta son realmente únicos. #justiceforjohnnydeep | Shirley Corani |
| 59 | honestly if you are a toxic bitch then i don’t know what you are. you should be ashamed of yourself. can’t believe ur parents raised you to be like this. so happy ur being removed from aqua man 2 i mean it’s a shit series anyway so🤷🏼♀️ this is why so many men are afraid to speak up. hope you go to jail hun xoxox 😘😘 | Olivia Greenstreet |
df = df_threat[['comment', 'username']][120:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | i hope someday the karma will take good care of this gold digger | Pat Sixx |
| 1 | i would literally shit in my hands and clap before i'd put another dollar in your grimmy little pocket. #justiceforjohnny i hope you rot in prison. | Sierra Paige Gerard |
| 2 | well well looks like amber and her free loading mates were planning a murder https://youtu.be/ajn1pj48wka | Clint Stevenson |
| 3 | amber should be ashamed of yourself you have no idea what domestic violence is and the crap it comes with. i hope johnny depp wins i hope karma bites ur ass. #justiceforjohnny | Morgan Andreas |
| 4 | you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still | Elsa Ansel |
| 5 | nowone loves you, you are a totaly slut and i hope that you pay for everything you thit to jhonny deep. | María Ortega |
| 6 | justice for johnny !!!! you are a liar and a mean person ... i hope karma hits you hard !!! | Yvonne Ludorff |
| 7 | @amberheard you are trash. 🗑 if you did in fact do all theae awful things you deserve to reap what you soe. | Jazy Blackbear Gray |
| 8 | you don't deserve the love you received. drop d**d. | Diana Custura-Craciun |
| 9 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 10 | liar and mad woman, hell is waiting for you. | Linda Liz Sánchez |
| 11 | you're a piece of garbage and you don't deserve a career in hollywood amber. | Frank Hurtado |
| 12 | you’re a monster and deserve the worst | Brad LaRouge |
| 13 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | Fad Drissi |
| 14 | karma is a bitch isn’t girl? | Cheryl Kopperud |
| 15 | disgusting abusing human being!! a lier and a criminal! and a lousy actress | Andres Moscoso |
| 16 | debieras de sincerarte y dejar de hacer culpable a alguien inocente, el karma existe y te va a penar siempre | Christian Marcelo Zelaya Figueroa |
| 17 | eres una mala mujer y mentirosa pero existe el karma | Lii Cii Jan |
| 18 | por mujeres como tú muchos hombres pasan infiernos, ojalá te quedaras tú sin trabajo | Marilupe Baena |
| 19 | disgusting human being. karma's a bitch and she'll come around sooner or later. | Olibama Margaret Maestas |
| 20 | you sicken me, you've not only put an innocent man through hell with your abuse, you dragged his name through the mud and accused him of that abuse, damaging his reputation and in doing so you massively hurt an entire movement that is against domestic violence, you selfish gold digger | William Thomas |
| 21 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Bladimir Martinez |
| 22 | todo lo malo que le has hecho a jhonny deep la vas a pagar #justiceforjohnny | Enmanuel IC Rodríguez |
| 23 | amber heard - you utter scumbag whore how dare you insult johnny depp!!! i hope you go to prison! | Lee Tache Ting |
| 24 | te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! | Delby Hatun |
| 25 | can’t wait for you to go to jail scum | Micah Shane Brough |
| 26 | ✨die✨ | Mimi May |
| 27 | fuck you for what you did to johnny. burn in hell | Jordyn Ozeymandias Lesnar |
| 28 | i hope you loose everything. you deserve the worst #boycottamberheard #justiceforjohnnydeep | Desiree Schreck |
| 29 | kys | Jaime André Becerra |
| 30 | go to hell. you ruined a good mans life you manipulate sociopath | Kristen Sholarr |
| 31 | you should live in prison | Rachel Stocker |
| 32 | amber deserve jail time | Hung Ly |
| 33 | nadie te quiere | Katherine Riaño |
| 34 | go to hell | Pauline Soriano |
| 35 | you get what you deserved oh yes | Dennis Kremer |
| 36 | you'll suffer, heard you'll get what you fucking deserve | Mushfiq Saikat |
| 37 | die | Amy Harris |
| 38 | fuck you go to hell you treated johnny like shit 🤦🏼♀️ | Shelley Bush |
| 39 | hey amber, just wanted to say i'm one of your biggest fans 😭♥️ ...yeahh...no chance. that's a lie. pls pls rmb there's a special place in hell for people like you. | Eunice Sng |
| 40 | nobody cares you abuser! you make me sick! god doesn’t like ugly. may he have mercy on you but give your victims the justice they deserve. #notoliars #notodomesticviolence | Sara E Roas |
| 41 | karma will screw you !! | Sandoval Jazareth |
| 42 | remember, karma is a big mean bitch | Barb Radd |
| 43 | go to hell🤬 | Janne Särkiniemi |
| 44 | seeeeee u in hell | Jhon Brian Ribbeck Soto |
| 45 | karma is a bitch! everyone should boycott everything your in!!! i pray that you lose everything! | Evette Nuñez |
| 46 | and you can follow your jail road | Nait Sirhc |
| 47 | trash actress. please stop performing and acting like you deserve a career you abusive hag <3 | Tj Alderson |
| 48 | karma gonna get you baddd lmao | Cole Maracle |
| 49 | te vas a sufrir en el infierno | Sandy MO |
| 50 | go to hell 🙂 | Soula Mohamed |
| 51 | nadie te quiere 😒 | Juls Sánchez |
| 52 | burn in hell | Conway Petershack |
| 53 | karma exist!!!!! | Misha RL |
| 54 | erm die? | Dylan Burrells Cates |
| 55 | truly hope you lose everything and live a miserable fucking life. you deserve nothing less | Diego Prats |
| 56 | johnny depp deserves better. | Sydney Young |
| 57 | go to hell, scamber!!! you’ll never work again. | Ell Zlatareva |
| 58 | #justiceforjohnnydepp #deathamberheard | Gaity Figueroa |
| 59 | i hope someone gives u what u really deserve | Paco Argueta |
df_all_hell1 = df_comments[df_comments.comment.str.contains('go to hell')]
df_all_hell2 = df_comments[df_comments.translated.str.contains('go to hell')]
df_all_hell = df_all_hell1.append(df_all_hell2)
df_all_hell.drop_duplicates(inplace=True)
print(f'{df_all_hell.shape[0]} contributions, made by {df_all_hell.username.nunique()} Users, In {df_all_hell.language.nunique()} Languages')
df_all_hell[['comment', 'language','translated', 'username']]
33 contributions, made by 33 Users, In 4 Languages
| comment | language | translated | username | |
|---|---|---|---|---|
| 145 | you will have to pay for the damage done to jo... | English | you will have to pay for the damage done to jo... | Mariana Beatle |
| 440 | i just came here to say that i hate you amber.... | English | i just came here to say that i hate you amber ... | Ariane Samantha Abrera |
| 1017 | go to hell. you ruined a good mans life you ma... | English | go to hell you ruined a good mans life you man... | Kristen Sholarr |
| 1085 | go to hell | English | go to hell | Pauline Soriano |
| 1151 | fuck you go to hell you treated johnny like sh... | English | fuck you go to hell you treated johnny like sh... | Shelley Bush |
| 1245 | go to hell🤬 | English | go to hell | Janne Särkiniemi |
| 1346 | go to hell 🙂 | English | go to hell | Soula Mohamed |
| 1492 | go to hell, scamber!!! you’ll never work again. | English | go to hell, scamber!!! you’ll never work again | Ell Zlatareva |
| 1576 | go to hell :) | English | go to hell : | Mohamed Abd Elmeged |
| 1717 | go to hell. | English | go to hell | Emma Collins |
| 1781 | go to hell | English | go to hell | Shahd Shaheen |
| 1929 | amber, you have to go to hell 😡 | English | amber, you have to go to hell | Yoselin Arias |
| 2075 | go to hell😁😈 | English | go to hell | Megan Ramay |
| 2116 | your carrer will gonna ruin soon go to hell 😠😠... | English | your carrer will gonna ruin soon go to hell | Angela Pacle |
| 2266 | bitch go to hell. you are a fucking piece of n... | English | bitch go to hell you are a fucking piece of no... | Winnie Diaz |
| 2328 | fuck you bitch! go to hell... | English | fuck you bitch! go to hell | Michael Bryan Ruste |
| 2330 | hey bitch go to hell | English | hey bitch go to hell | Zde Nsauagab |
| 2409 | go to hell... | English | go to hell | Paulo Burno |
| 2627 | go to hell 🤮 | English | go to hell | Delia Chávez Solano |
| 2780 | go to hell | English | go to hell | Alex Caryn |
| 2856 | go to hell cheap trash | English | go to hell cheap trash | Juanita Wilder |
| 2989 | go to hell | English | go to hell | Joseph Leo |
| 3144 | no thanks, go to hell | English | no thanks, go to hell | Dafydd Wayne Daniels |
| 3317 | jhonny will be the winner and you will go to h... | English | jhonny will be the winner and you will go to hell | Yabb Jiulia |
| 3433 | go to hell | English | go to hell | Bonnie Jade |
| 4074 | hope some u fall into hate and go to hell !!! ... | English | hope some u fall into hate and go to hell !!! ... | Jhon Brian Ribbeck Soto |
| 4490 | go to hellllll | English | go to hellllll | Mahbub A Khuda Bishal |
| 5146 | go to hell. go to hell. go to hell. go to hell... | English | go to hell go to hell go to hell go to hell go... | Nguyen Huu Hoang Phuc |
| 972 | vete a la verga | Albanian | go to hell | Santiago NC |
| 1217 | vete ala mierda | Spanish | go to hell | Morales Santillan Rosa Ysela |
| 1441 | andate a la mierda | Spanish | go to hell | Andi Serrano |
| 4047 | tu, warner y disney váyanse a la mierda! | Spanish | you, warner and disney go to hell! | Fernando LF |
| 5225 | que se vaya a la verga xd | Dutch | go to hell xd | Gerardo Lara Aguilar |
df_all_hell.language.value_counts()
English 28 Spanish 3 Albanian 1 Dutch 1 Name: language, dtype: int64
df_all_hell.comment.value_counts().head()
go to hell 5 you will have to pay for the damage done to johnny deep, bad woman, go to hell. 1 hey bitch go to hell 1 tu, warner y disney váyanse a la mierda! 1 andate a la mierda 1 Name: comment, dtype: int64
importlib.reload(helpers)
print('\nNote: The same comment repeated 5 times by different users\n')
helpers.users_peaks(df_threat, 'go to hell', n=10, threshold=0)
Note: The same comment repeated 5 times by different users
df_all_hell.type.value_counts()
post0_comment 20 post1_comment 3 post2_comment 3 post3_comment 2 post4_comment 2 Not Recommend 2 post5_comment 1 Name: type, dtype: int64
helpers.users_peaks(df_comments, 'go to hell', n=10, threshold=0, mode='contain')
(Spanish) she was violent\r\n#bizarre she cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked, spat on, mocked and insulted ad nauseam
mytext = "la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more"
# importlib.reload(helpers)
helpers.users_peaks(df_threat, mytext, n=10, threshold=0)
importlib.reload(helpers)
print('\nNote: The same comment repeated 4 times by different users\n')
helpers.users_peaks(df_threat, 'die', n=10, threshold=0)
Note: The same comment repeated 4 times by different users
df_threat_users = df_threat.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(df_threat_users.head(15), 'Top Commented Users with Threat Keywords', threshold=0, c=0)
df_threat.username.value_counts().head(15)
Antonella Petrucci Alchemikiz 5 Marthita Sosa 5 Ayaris Etherea 5 Martim Vasconcelos 3 Laura Pestoni 3 Victor Ricardo Mormontoy Malpartida 3 Peyton Legitt 3 Elsa Ansel 2 Ellah Kaboro 2 Diogo Seven 2 Ines Seni 2 Fernanda Isabel Torrico 2 Carter-Depphead Burtonist 2 Manilyn Sansano 2 Nick Petrillo 2 Name: username, dtype: int64
df_comments.query(" username == 'Ayaris Etherea' ").comment.value_counts().head(60)
la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 Name: comment, dtype: int64
df_comments.query(" username == 'Ayaris Etherea' ").translated.value_counts().head(60)
she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more 5 Name: translated, dtype: int64
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").comment.value_counts().head(60)
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! 1 tutti i demoni li vomiterò dalla mia bocca! parola di dio! 1 scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Marthita Sosa' ").comment.value_counts().head(60)
#deathtoamberheard 3 destroyed part of the life of a great actor lied and others is a reverent shame as recommend to such people .. shame and a bit of disgust that god have mercy on his soul .. 2 fuck you #deadamberheard 1 #justiceforjohnnydepp #deathamberheard 1 Name: comment, dtype: int64
df_comments.query(" username == 'Martim Vasconcelos' ").comment.value_counts().head(10)
good. tear her down. bring her back to the lowest level. 2 i am not satisfied that johnny suffered due to that cow's lies.\r\n\r\nhe's so adorable, he didn't deserve it. i'm pissed. 2 amber heard.....not so pretty on the inside. oh, johnny! i wish you'd stayed away from her. 1 i don't think anyone is perfect ever, but this man i swear to god, is as close to perfection as there can be ( both on the inside and out )\r\ni just adore him!!! 1 i hate this woman so much! she's a damn viper! it was a loveless marriage on her part. everything indicates that he devised a plan to destroy mr. johnny depp's successful career, a plan that consisted of getting married for a short time, asking for a d…see more 1 i am not satisfied that johnny suffered due to that cow's lies.\r\nhe's so adorable, he didn't deserve it. i'm pissed. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Laura Pestoni' ").comment.value_counts().head(60)
she'll be in hell, where she belongs 1 gold digging evil ugly person 1 you evil, ugly witch. i hope you rot in hell 1 skank 1 evil bitch...karma...just remember. karma is a bitch, and so are you 1 Name: comment, dtype: int64
df_comments.query(" username == 'Victor Ricardo Mormontoy Malpartida' ").comment.value_counts().head(60)
you'll go to fooking jail stoopid modar faker biatch 1 you'll go to jail stoopid biatch! 🙊 1 you'll fooking go to jail stoopid biatch 🤭🙊😂👊🏼 1 Name: comment, dtype: int64
df_comments.query(" username == 'Diogo Seven' ").comment.value_counts().head(60)
amber the slut ahaha karma is a bitch bitch 1 amber you are such a slut deep should kill you 1 Name: comment, dtype: int64
df_comments.query(" username == 'Dillan Macasiano' ").comment.value_counts().head()
this fucking gold digger i hope your career goes down back to hell #justiceforjohnnydepp 1 fucking rat i hope you dont show up on aquaman 2 and i hope your fucking career goes down back to hell. what a fucking clown #justiceforjohnnydepp 1 Name: comment, dtype: int64
df_comments.query(" username == 'Jhon Brian Ribbeck Soto' ").comment.value_counts().head(60)
seeeeee u in hell 1 hope some u fall into hate and go to hell !!! people like u must disappear ! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Nadye Momsen' ").comment.value_counts().head()
you deserve to lose your jobs, so how you ruined jonny's life, we are going to make you pay and we will do justice. 1 you deserve to pay for the damage that you've done 1 Name: comment, dtype: int64
df_comments.query(" username == 'Fernanda Isabel Torrico' ").comment.value_counts().head(60)
#justiceforjohnnydeep\r\n#deathamberheard 2 Name: comment, dtype: int64
df_comments.query(" username == 'Nait Sirhc' ").comment.value_counts().head(60)
and you can follow your jail road 1 it's the jail for me... 1 Name: comment, dtype: int64
df_comments.query(" username == 'Elsa Ansel' ").comment.value_counts().head(60)
you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still 1 better close it down you won't need it in jail 1 Name: comment, dtype: int64
df_comments.query(" username == 'Nick Petrillo' ").comment.value_counts().head()
this cunt needs to go away... fuck her life for ever existing.\r\n\r\njohnny depp didn't deserve what that piece of shit woman did 2 Name: comment, dtype: int64
df_comments.query(" username == 'Suzanne Ovenden' ").comment.value_counts().head(60)
all you did by your jealousy and lies to only gain money, was lose to face even more. you very silly woman. 1 no thank you i don't follow jealous liars and psychopaths. ❤️ johny depp and always will. your lies don't deter us. 🏴🏴🇬🇧 1 i'd never heard of heard until the bs she caused on our great legend johnny depp. who the hell are you amber heard? no one that's who fake drama queen. jealousy gets you no where.... i'll remember you only as a nasty abuser to johnny depp. 🇬🇧🏴. judges make mistakes maybe he was a biased prat, wouldn't surprise me. 1 all men stay away from her heard. i doubt she's getting a boyfriend anytime soon. who the hell would trust that? 1 Name: comment, dtype: int64
df_comments.query(" username == 'Angela Pacle' ").comment.value_counts().head()
your carrer will gonna ruin soon go to hell 😠😠😠😠😠😠😠 1 its more fun if your going to jail amber 😠😠 1 bitch!! 😡😡😡 1 Name: comment, dtype: int64
Death, Die, Kill & Murder¶
# death_kill = {'death', 'muerte', 'die', '死ね', 'morire', 'morir', 'muere', 'muerete', 'kill', 'matar',
# 'murder', 'dead', 'muerta', 'kys'}
print(f'{df_death.shape[0]} contributions, made by {df_death.username.nunique()} Users, In {df_death.language.nunique()} Languages')
df_death.head(2)
141 contributions, made by 131 Users, In 16 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | Michealie McDowell | my son's father beat me so badly while i was p... | post0_comment | NaN | NaN | NaN | NaN | True | my son's father beat me so badly while i was p... | English | my son's father beat me so badly while i was p... |
| 120 | Mishel Judit Quisocala Condori | aquí desde perú nadie te quiere volver a ver, ... | post0_comment | NaN | NaN | NaN | NaN | True | aquí desde perú nadie te quiere volver a ver, ... | Spanish | here from peru no one wants to see you again, ... |
df_death.type.value_counts()
post0_comment 78 Not Recommend 16 post2_comment 12 post4_comment 11 post5_comment 10 post1_comment 9 post3_comment 5 Name: type, dtype: int64
helpers.barh(df_death.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language',
'language': 'Count'}).head(15),
'Languages Used in Death Comments', threshold=0, c=0)
df_death_others = df_death[df_death.language != 'English']
print(f'{df_death_others.shape[0]} contributions, made by {df_death_others.username.nunique()} Users, In {df_death_others.language.nunique()} Languages')
df_death_others.head(2)
79 contributions, made by 77 Users, In 15 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 120 | Mishel Judit Quisocala Condori | aquí desde perú nadie te quiere volver a ver, ... | post0_comment | NaN | NaN | NaN | NaN | True | aquí desde perú nadie te quiere volver a ver, ... | Spanish | here from peru no one wants to see you again, ... |
| 276 | Katharina Schäfer | das angebliche beweisfoto ist einfach lächerli... | post0_comment | NaN | NaN | NaN | NaN | True | das angebliche beweisfoto ist einfach lächerli... | German | the alleged proof photo is just ridiculous! an... |
death_others_users = df_death_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(death_others_users.head(15), '"Death & Kill" Top Commented Users In Other Languages', threshold=0, c=0)
# This user is commenting in English
df_comments.query(" username == 'Fernanda Isabel Torrico' ").comment.value_counts().head()
#justiceforjohnnydeep\r\n#deathamberheard 2 Name: comment, dtype: int64
df_comments.query(" username == 'Christian Andreas La Mattina' ").comment.value_counts().head()
hai infangato il nome di johnny depp 2 Name: comment, dtype: int64
# not a threat
df_comments.query(" username == 'Christian Andreas La Mattina' ").translated.value_counts().head()
you have muddied johnny depp's name 2 Name: translated, dtype: int64
df = df_death_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Spanish | here from peru no one wants to see you again, we want to see you destroyed as well as destroy our great captain | Mishel Judit Quisocala Condori |
| 1 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | German | the alleged proof photo is just ridiculous! anyone who has had a hard day could be photographed like that, i would agree with jonny d on true greatness and show that i have character in my body and not act like an offended girl in a bitch shed, like in kindergarten, oh sorry they have more crabs | Katharina Schäfer |
| 2 | a mí nadie me ha pagado para firmar por su despido, yo lo hago gratis. | Spanish | nobody has paid me to sign for their dismissal, I do it for free | Martinez Nana |
| 3 | nadie mire sus películas, nadie mire aquaman | Spanish | nobody watch his movies, nobody watch aquaman | Ar An Melgar |
| 4 | tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona | Spanish | you are the reason a man can help kill a woman without ever having killed anyone | K̶e̶v̶i̶n̶ Tomas Martinez Barra |
| 5 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Spanish | nobody supports you, we are all against you and supporting jonnhy who would never do those stupid things of yours: | Danétt Morales |
| 6 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Spanish | do you think you would exist if johnny had not made you his wife? don't be so stupid, without him you are nobody you have no shame, the money runs out and don't think you will have a good life, getting money the easy way #justiceforjohnnydeep | Karinita Davila |
| 7 | nadie ha pagado una campaña contra ti amber, simplemente te odiamos 😁 | Spanish | no one has paid for a campaign against you amber we just hate you | Sonia Ascencio |
| 8 | las mujeres luchamos por las mujeres, pero sin duda nadie pondría un dedo al fuego por ti. | Spanish | women fight for women, but no one would put a finger in the fire for you | Valita Espejo |
| 9 | a nadie le importa | Spanish | nobody cares | Carolina Quintero |
| 10 | nadie aquí viene a apoyarte | Spanish | nobody here comes to support you | Ira Isi |
| 11 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Spanish | now it turns out that deep pays so that we are all against him hahaha no one pays anyone they hate you for free 🤣 | Maykeling Valle Cruz |
| 12 | muy lamentable tus acciones en contra de tan grande artista como johnny depp más bien tu deverias ser la que pierda tu papel como mera, ya no que cualquiera podría hacer mejor que tu, en cambio no hay nadie más que pueda hacer los papeles de jonny depp ya que la esencia de los personajes que interpreta son realmente únicos. #justiceforjohnnydeep | Spanish | very unfortunate your actions against such a great artist like johnny depp rather you should be the one to lose your role as mere, not that anyone could do better than you, instead there is no one else who can play the roles of jonny depp since the essence of the characters he plays are really unique #justiceforjohnnydeep | Shirley Corani |
| 13 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Spanish | heartless bitch!!!! you just grabbed jd as a platform to get fame and now you're sinking all by yourself because of your fallacies towards him!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 14 | te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! | Spanish | I would have you close I would break your ovaries with a single kick, filth, I hope you rot before you die! | Delby Hatun |
| 15 | ✨die✨ | Afrikaans | the | Mimi May |
| 16 | kys | Manx | kiss | Jaime André Becerra |
| 17 | nadie te quiere | Spanish | nobody loves You | Katherine Riaño |
| 18 | die | Afrikaans | the | Amy Harris |
| 19 | nadie te quiere 😒 | Spanish | nobody loves You | Juls Sánchez |
| 20 | erm die? | Afrikaans | erm the? | Dylan Burrells Cates |
| 21 | #justiceforjohnnydepp #deathamberheard | Manx | #justiceforjohnnydepp #deathamberheard | Gaity Figueroa |
| 22 | #justiceforjohnnydeep #deathamberheard | Danish | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 23 | pls die thnx | Dutch | pls die thnx | Ana Trujillo |
| 24 | que bolas, nadie te quiere. ojala y no te contraten. | Spanish | what balls, nobody loves you hopefully and they don't hire you | Joeyber Alexander |
| 25 | devi morire troia | Italian | you must die bitch | Luca Cianci |
| 26 | fuck u, die pls | Afrikaans | fuck u, die pls | Lucas Gasparini |
| 27 | maldita muere te en el infierno | Spanish | damn you die in hell | Karla Salazar Tapia |
| 28 | go die | Afrikaans | go die | Entle Buthelezi |
| 29 | nunca fuiste del interés de nadie,maldita loca. | Spanish | you were never in anyone's interest, damn crazy | Alex Appleby |
| 30 | perra maldita!!!!! como pudiste haver esto a un ser humano, te mereces lo peor del mundo, ojalá que nadie te contrate, recuerda quenque karma llega!!!! | Spanish | damn bitch!!!!! how could you do this to a human being, you deserve the worst in the world, I hope no one hires you, remember that karma comes!!!! | Francisco Javier |
| 31 | nur ein radio ist besser. dies lässt sich abstellen. | German | only one radio is better this can be turned off | Heike Enders |
| 32 | muerete | Guarani | die | Cath Illyasbel ZC |
| 33 | die | Afrikaans | the | Christian Hightower |
| 34 | a nadie le interesa 😡😡😡 | Spanish | nobody cares | Bonifacio Guerrero Eliana |
| 35 | #justiceforjohnnydepp #deathamberheard | Manx | #justiceforjohnnydepp #deathamberheard | Javier Quintanilla |
| 36 | yeah fck u kys | Danish | yeah fck u kiss | Roxanne Merveilleux |
| 37 | nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 | Spanish | nobody wants to see a bitch taking pictures of herself when you get old your boobs will be on the floor and your ass will be rotting from the shit of lies that come out of your mouth bitch2 | Yosoy L Quien Mas |
| 38 | en serio. me desepcione bastante de esta... ponbre de depp. estar a la par de esta falsa... que indignación a de sentir... él siendo un gran actor, perdiendo tiempo con esa sarrapastroza. …see more | Spanish | Seriously, I was quite disappointed in this poor depp being on par with this fake, how indignant he felt being a great actor, wasting time with that slob see more | Renata Vasquez |
| 39 | die | Afrikaans | the | Jose Sniper Galvez |
| 40 | kys | Manx | kiss | Alec Rinn |
| 41 | die | Afrikaans | the | Sid Faundez |
| 42 | die. | Afrikaans | the | Carlos St |
| 43 | nadie te quiere | Spanish | nobody loves You | Valeria Ortíz |
| 44 | arunava cmnts gulo por sudhu....amber k dhhuye dieche... | Javanese | arunava cmnts gulo por sudhuamber k dhuhuye dieche | Monalisa Khondakar |
| 45 | con cara de mosca muerta resulto ser tremenda loca. | Spanish | with the face of a dead fly, it turned out to be tremendously crazy | Joan Rosario Zárate V |
| 46 | #justiceforjohnnydepp #deathamberheard | Manx | #justiceforjohnnydepp #deathamberheard | Marthita Sosa |
| 47 | huevos, hdsptm no suelo odiar a nadie, pero a amber heard si 😡 | Spanish | eggs, hdsptm I don't usually hate anyone, but amber heard yes | Hécate Asgard |
| 48 | #chingatumadreamberhear méxico no había odiado a nadie más que a karla panini en una década pero tú vas y #chingasatumadredosveces | Spanish | #chingatumadreamberhear mexico hadn't hated anyone more than karla panini in a decade but you go and #chingasatumadreamberhear twice | Lupita Diaz |
| 49 | aquél que daña a los inofensivos o lastima a los inocentes diez veces se castiga a sí mismo.…see more | Spanish | he who harms the harmless or hurts the innocent ten times punishes himselfsee more | Jorge Isacc Morales Alabat |
| 50 | boicot a todas la películas donde aparezca... nadie vaya a verlas 🤣🤣🤣 #justiceforjhonnydepp #quefeoquenadietequiera …see more | Spanish | boycott all the movies where no one appears to see them 🤣🤣🤣 #justiceforjhonnydepp #quefeoquenadietequiera see more | Ivonne Ch |
| 51 | kys | Manx | kiss | Malik Tuttle |
| 52 | #justiceforjohnnydeep #deathamberheard | Danish | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 53 | es la peor persona que haya existido, una persona doble cara y ambiciosa. quiere terminar ar con la carrera de un gran actor que cuenta con un gran talento y es johnny depp. es una mentirosa, vividora y violenta, ya que en una de sus relaciones anteriores se dieron a conocer pruebas de que ella era quien violentaba y ahora se quiere hacer la víctima con todos los medios y con la gente, pero johnny depp no está sólo y le da coraje el ver todo el apoyo que tiene a su favor y por eso inventa que el favoritismo es porque hay una paga de por medio cuándo lo único que influye es la gran persona que a demostrado ser johnny depp. así que sin más, no recomiendo esta página ni seguir a amber heard por mentirosa. | Spanish | He is the worst person who has ever existed, a two-faced and ambitious person who wants to end the career of a great actor who has great talent and is Johnny Depp. evidence was released that she was the one who did violence and now she wants to play the victim with all the media and with the people, but johnny depp is not alone and it gives him courage to see all the support he has in his favor and for that he invents that favoritism is because there is a pay involved when the only thing that influences is the great person who has proven to be johnny depp so without further ado, I do not recommend this page or follow amber heard for being a liar | Skanya Suastegui |
| 54 | esta tipa es un asco de persona, no merece el respeto de nadie. justicia para johnny depp | Spanish | this girl is a disgusting person, she doesn't deserve anyone's respect, justice for johnny depp | Diego MoBe |
| 55 | una maldita mentirosa muere | Spanish | a fucking liar dies | Linnet Depp |
| 56 | realmente no hay nada que recomendar de está tipeja, no representa nada ni a nadie | Spanish | there really is nothing to recommend about this guy, he does not represent anything or anyone | Ramses Darko |
| 57 | #justiceforjohnnydeep. esta mujer es una arpia, viendo los videos y grabaciones esta claro que ella lo maltrataba #amberheardisanabuser a mi nadie me está pagando por decir esto claramente ella está mal de la cabeza y como es que sigue normal con su trabajo en el cine ella es un mal ejemplo!! con esos antecedentes que tiene #johnnydeppisinnocent #boycottaquaman2 | Spanish | #justiceforjohnnydeep this woman is a harpy, seeing the videos and recordings it is clear that she mistreated him #amberheardisanabuser no one is paying me to say this clearly she is out of her mind and how is she still normal with her work in the cinema is a bad example! with that background that she has #johnnydeppisinnocent # boycottaquaman2 | Sally N. Pumaleque Incalla |
| 58 | jsjdjss muerte a esta pvt4 | Spanish | jsjdjss death to this pvt4 | Mayli Mendes Idk |
| 59 | くたばれ この野郎。地獄で死ね!!!!🤬🤬🤬🤬🤬🖕 | Japanese | Kutabare This bastard. Die in hell! !! !! !! | Mina Chan |
df = df_death_others[['comment', 'language','translated', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | fuori dal me too! now!!!! vergonosa, viscida e vigliacca!!! sapete che la mamma di johnny sospettava tutto?? ma lei nel 2016 ha cominciato il casino tre giorni dopo la morte della mamma!!! proprio a dire: "avevi ragione ma non vedrai mai che avevi ragi…see more | Italian | out of me too! now !!!! shaggy, slimy and cowardly !!! do you know that johnny's mom suspected everything ?? but in 2016 she started the mess three days after the death of her mother !!! just to say: you were right but you will never see that you had reason and more | Simone Prete |
| 1 | hai infangato il nome di johnny depp | Galician | you have muddied johnny depp's name | Christian Andreas La Mattina |
| 2 | ella le corto el dedo, le quemó la cara con un cigarrillo, echó a la basura sus medicamentos, le pegó con la puerta...le tiró de todo cuanto pudo a la cabeza, le golpeó, le pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un m…see more | Spanish | She cut off his finger, burned his face with a cigarette, threw his medicine in the trash, hit him with the door, threw everything he could at his head, hit him, kicked him, spat on him, mocked and insulted him until he died. tiredness making you feel a msee more | JI Alejandre |
| 3 | deberías hacerle un favor a la humanidad y suicidarte.. te odiamos #justicieforjohnny | Spanish | you should do humanity a favor and kill yourself we hate you #justiceforjohnny | Carola CL |
| 4 | por que no mejor te suicidas por la mierda que eres y nos lo transmites en vivo, eso si que daría gusto perra. | Spanish | why don't you kill yourself for the shit you are and broadcast it to us live, that would be nice bitch | Gabrielle Riddle |
| 5 | mucha 🐶 hpta muera c | Spanish | a lot of hpta die c | Natalia Burbano Trujillo |
| 6 | jamais je likerai pour vous, 😠😡je préférai mourir que de trahir mon johnny depp d’amour ❤️❤️❤️ je l’adore je l’aime de tout mon cœur #justiceforjohnnydeep ❤️❤️❤️❤️❤️❤️❤️❤️❤️ | French | I will never like for you, I would rather die than betray my love johnny depp I adore him I love him with all my heart #justiceforjohnnydeep | Coco Depp |
| 7 | plutot creuver pauvre fille 🤮🤮🤮🤮 | French | rather die poor girl | Florence Martin-duloz |
| 8 | pucha ... que mal que existan mujeres que si han sufrido de maltratos .. en mi país "chile " han muerto miles y miles has sufrido. cortes .puñaladas. a una le sacaron los ojos y sigue viva . y a ti espécimen desagradable hipócrita mentirosa .que te aut…see more | Spanish | Damn it's too bad that there are women who have suffered mistreatment in my country, Chile, thousands and thousands have died, you've suffered cuts, stabs, one of them had her eyes gouged out and she's still alive, and you, a nasty specimen, a hypocrite, a liar, I'll help you see more | Maria Fuentes |
| 9 | 只想说 你妈死了,你纯粹是个妓女。 | Chinese | Just want to say your mom is dead and you're a pure prostitute. | Parker Thomas |
| 10 | est hija de puta es una basura mentirosa ojala te llegue ese periodo y te muera perra | Spanish | this daughter of a bitch is a lying trash I hope that period will come to you and you will die bitch | AnDrés MeNesés |
| 11 | muérete puta de mierda. | Spanish | die you fucking whore | Aangiie Luu Roshh |
| 12 | ojala y te mueras hija de tu puta madre | Spanish | I hope you die daughter of your fucking mother | Alejandro Cisneros |
| 13 | hai infangato il nome di johnny depp | Galician | you have muddied johnny depp's name | Christian Andreas La Mattina |
| 14 | ojalá te mueras maldita perra | Spanish | I hope you die damn bitch | Patricia Cruz |
| 15 | merece morrer vagabunda | Portuguese | deserve to die bitch | Gustavo Castelli |
| 16 | මේ පට්ටෞ ත්.ති.ගෙ දුව මැරිලාවත් යන් නෑනෙ 😪 | Sinhala | The daughter of this Pattau Ththi is not even dead | ලහිරු ජනිත් |
| 17 | que se muera esta mierda #justiceforjohnny | Spanish | let this shit die #justiceforjohnny | Sofia Laura |
| 18 | porque: amber heard le quemó la cara con un cigarrillo a johnny depp, le corto el dedo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un mísero ser inferior. no contenta con eso, lo acusó falsamente de violentarla a pocos días de que la madre del actor muriera. no respetó el luto. johnny depp tiene horas de grabaciones de amber heard ab... see more | Spanish | because: amber heard burned johnny depp's face with a cigarette, cut off his finger, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, he spat, mocked and insulted until exhaustion making him feel like a miserable inferior being not happy with that, falsely accused him of violating her a few days after the actor's mother died he did not respect the mourning johnny depp has hours of recordings of amber heard ab see more | Cris M. Gutierrez |
df_death.comment.value_counts().head()
die 4 #deathtoamberheard 3 kys 3 #justiceforjohnnydepp #deathamberheard 3 #justiceforjohnnydeep\r\n#deathamberheard 2 Name: comment, dtype: int64
df = df_death[['comment', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | my son's father beat me so badly while i was pregnant he almost killed my child and myself. i'm listening to you berate him and tell at him and cuss at him on these tapes. he can't even get a word in. you should have been thankful he always walked away…see more | Michealie McDowell |
| 1 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Mishel Judit Quisocala Condori |
| 2 | remove yourself from aquaman 2 you twisted pippi longstocking! also, i’m pretty sure you played a role in cal worthington’s mysterious death! he was a car salesman out of long beach! turn yourself in amber!!! | Jeffrey Danna |
| 3 | youre going to be in the videos of 2050 when they do a recap of the actors whos career died before it began. | Rey Abdel Rivera |
| 4 | everyone hates you amber why you were so cruel to jonny depp it is not his fault that your brain is full of dead fleas and fluff | Valentina Meraz Sosa |
| 5 | she killed what supposed to be an another movie from pirates of th caribbean | Lawrence Aranas Montalban |
| 6 | i am so disgusted by what you have done on this domestic violence against johnny depp. i have been a victim of domestic violence where i was almost killed. you make me sick that you use this as your way to make money. you clearly physically abused your…see more | Carol Janzen |
| 7 | the worst quote i’ve ever read was by amber heard . “ you are a man . no one will ever believe you .” this my friends , is why men kill themselves . | Sean Virgin |
| 8 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | Katharina Schäfer |
| 9 | you belong in jail for abuse. as of right now your career is dead. | Jeffrey Burney |
| 10 | i'm not defending amber but a little bit of respect her mother is died | Neasa Stompanato |
| 11 | a mí nadie me ha pagado para firmar por su despido, yo lo hago gratis. | Martinez Nana |
| 12 | i got kicked off twitter because you kept getting offended by my posts. guess who's making another and another 😜 funny you feel "bullied". just do everyone a favor and drop dead. | Peyton Legitt |
| 13 | nadie mire sus películas, nadie mire aquaman | Ar An Melgar |
| 14 | i wish i was a woman in the 21st century. you're allowed to do so much as kill your own baby if you wanted to after a little too much to drink the night before. we've heard the tapes amber, what makes you a saint exactly? must be nice. even johnny's ex wives vouched for him. i will never pay to see anything you are in ever again, mark my words. | Kendall Sanders |
| 15 | deep is a lose cannon he lost me and grandchildren when he said " an actor needs to kill the potus" all our children watching this guy and he says that. | Rae Wilson |
| 16 | tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona | K̶e̶v̶i̶n̶ Tomas Martinez Barra |
| 17 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Danétt Morales |
| 18 | you may be live on twitter, but your career is dead. 😹 | Justin Nokovich |
| 19 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Karinita Davila |
| 20 | nadie ha pagado una campaña contra ti amber, simplemente te odiamos 😁 | Sonia Ascencio |
| 21 | las mujeres luchamos por las mujeres, pero sin duda nadie pondría un dedo al fuego por ti. | Valita Espejo |
| 22 | amber heard is dead. | Aytes Anita |
| 23 | a nadie le importa | Carolina Quintero |
| 24 | nadie aquí viene a apoyarte | Ira Isi |
| 25 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Maykeling Valle Cruz |
| 26 | die - your hair. lol | Kevin Klassen |
| 27 | muy lamentable tus acciones en contra de tan grande artista como johnny depp más bien tu deverias ser la que pierda tu papel como mera, ya no que cualquiera podría hacer mejor que tu, en cambio no hay nadie más que pueda hacer los papeles de jonny depp ya que la esencia de los personajes que interpreta son realmente únicos. #justiceforjohnnydeep | Shirley Corani |
| 28 | well well looks like amber and her free loading mates were planning a murder https://youtu.be/ajn1pj48wka | Clint Stevenson |
| 29 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 30 | te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! | Delby Hatun |
| 31 | ✨die✨ | Mimi May |
| 32 | kys | Jaime André Becerra |
| 33 | nadie te quiere | Katherine Riaño |
| 34 | die | Amy Harris |
| 35 | nadie te quiere 😒 | Juls Sánchez |
| 36 | erm die? | Dylan Burrells Cates |
| 37 | #justiceforjohnnydepp #deathamberheard | Gaity Figueroa |
| 38 | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 39 | pls die thnx | Ana Trujillo |
| 40 | que bolas, nadie te quiere. ojala y no te contraten. | Joeyber Alexander |
| 41 | devi morire troia | Luca Cianci |
| 42 | i hope you die | Hugh Pawsey |
| 43 | pos, die already | Koren Hamilton |
| 44 | fuck u, die pls | Lucas Gasparini |
| 45 | i hope you die, you piece of shit | Victormanuel Aviles Medina |
| 46 | maldita muere te en el infierno | Karla Salazar Tapia |
| 47 | bitch die | Karlos Alvz |
| 48 | for me you can eat shit and die | Santiago Nieto |
| 49 | go die | Entle Buthelezi |
| 50 | all we want to see u death | David Carrillo |
| 51 | fuck you #deadamberheard | Marthita Sosa |
| 52 | machete kills | Gerald Drake |
| 53 | death amber heard‼️ | Alondra Rivas Núñez |
| 54 | get the fuck out of movies and social media your dead and gone... rebirth of johnny depp <3 | Christopher McLean |
| 55 | nunca fuiste del interés de nadie,maldita loca. | Alex Appleby |
| 56 | nobody gives a fuck. kill yourself. | Samuel Sun |
| 57 | #deathtoamberheard | Marthita Sosa |
| 58 | perra maldita!!!!! como pudiste haver esto a un ser humano, te mereces lo peor del mundo, ojalá que nadie te contrate, recuerda quenque karma llega!!!! | Francisco Javier |
| 59 | what a cunt!! i speak for the whole of the uk when i say just fuck yourself and crawl in a hole and die | Martin C Fishwick |
df = df_death[['comment', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | you can fuck off and die. | Gabriel Maco |
| 1 | hope you die a horrible death | Ric Key |
| 2 | i hope you kill yourself | Jorge Villarán |
| 3 | u should die | Roberto Ivan Hernandez Hilerio |
| 4 | amber. you belong in jail for your reputation murder. | Mike Schlüter |
| 5 | no one is on your side amber. soon your career will be as dead as jeffrey epstein but we will be the ones who will kill it. | Les Jones |
| 6 | very beautiful face. romantic director cecil b demille would have loved it. watching his early comedies of the late 1910s and 20s with you would be fun. romanticism and esthetics at www.aynrand.org ty ms ah! make money. | Edmund Bonczyk II |
| 7 | pos, just die or dissapear already! | Koren Hamilton |
| 8 | understand what you say that hollywood could reach a big audience and in that way try to do something. then you say we have to push the enveloppe, with that you try to open up people's minds that there is nothing to fear, those who not know that these …see more | Marangoz Kahraman |
| 9 | stay where die there ... | Mizanur Rahman Khan |
| 10 | from the bottom of my heart, i hope you seek counseling for your anger issues. it will destroy your life if you lose control and end up killing someone. i've listened to quite a bit of the audio between you two and it's clear that you need professio…see more | Stefani Elisabeth |
| 11 | nur ein radio ist besser. dies lässt sich abstellen. | Heike Enders |
| 12 | johnny depp is lucky to get away alive, it was only a matter of time before she kills him. amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... | Ines Seni |
| 13 | muerete | Cath Illyasbel ZC |
| 14 | die | Christian Hightower |
| 15 | a nadie le interesa 😡😡😡 | Bonifacio Guerrero Eliana |
| 16 | why would anyone want to see your instagram? unless they were trying to find a way to inflict serious pain on you! die you whore | David Brizzle |
| 17 | amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... | Ines Seni |
| 18 | #justiceforjohnnydepp #deathamberheard | Javier Quintanilla |
| 19 | yeah fck u kys | Roxanne Merveilleux |
| 20 | nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 | Yosoy L Quien Mas |
| 21 | you should kill yourself! the world doesn’t need people like you! | Armando Sánchez |
| 22 | en serio. me desepcione bastante de esta... ponbre de depp. estar a la par de esta falsa... que indignación a de sentir... él siendo un gran actor, perdiendo tiempo con esa sarrapastroza. …see more | Renata Vasquez |
| 23 | just drop dead already | Peyton Legitt |
| 24 | die | Jose Sniper Galvez |
| 25 | kys | Alec Rinn |
| 26 | #deathtoamberheard | Marthita Sosa |
| 27 | amber you are such a slut deep should kill you | Diogo Seven |
| 28 | amber puttana schifosa, you should die 🐖🐖🐖 | Renato Haase |
| 29 | die | Sid Faundez |
| 30 | die. | Carlos St |
| 31 | nadie te quiere | Valeria Ortíz |
| 32 | worst photo and i hope your career dies | Tremaine Bligh |
| 33 | why don't you kill yourself? | Nox Serenum |
| 34 | arunava cmnts gulo por sudhu....amber k dhhuye dieche... | Monalisa Khondakar |
| 35 | con cara de mosca muerta resulto ser tremenda loca. | Joan Rosario Zárate V |
| 36 | #justiceforjohnnydepp #deathamberheard | Marthita Sosa |
| 37 | huevos, hdsptm no suelo odiar a nadie, pero a amber heard si 😡 | Hécate Asgard |
| 38 | #chingatumadreamberhear méxico no había odiado a nadie más que a karla panini en una década pero tú vas y #chingasatumadredosveces | Lupita Diaz |
| 39 | aquél que daña a los inofensivos o lastima a los inocentes diez veces se castiga a sí mismo.…see more | Jorge Isacc Morales Alabat |
| 40 | #hamberheardisanabuser #deathamberheard #justiceforjohnnydepp …see more | Lluvia Diaz |
| 41 | boicot a todas la películas donde aparezca... nadie vaya a verlas 🤣🤣🤣 #justiceforjhonnydepp #quefeoquenadietequiera …see more | Ivonne Ch |
| 42 | kys | Malik Tuttle |
| 43 | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 44 | amber heard fuck off n die | Joshua Rush |
| 45 | #deathtoamberheard | Marthita Sosa |
| 46 | absolutely disgusting human being and a sad example for women everywhere... terrible acting skills and a terrible character... i personally won't ever be watching any movies she is involved in! | Jocelyn Josee Ouimet |
| 47 | es la peor persona que haya existido, una persona doble cara y ambiciosa. quiere terminar ar con la carrera de un gran actor que cuenta con un gran talento y es johnny depp. es una mentirosa, vividora y violenta, ya que en una de sus relaciones anteriores se dieron a conocer pruebas de que ella era quien violentaba y ahora se quiere hacer la víctima con todos los medios y con la gente, pero johnny depp no está sólo y le da coraje el ver todo el apoyo que tiene a su favor y por eso inventa que el favoritismo es porque hay una paga de por medio cuándo lo único que influye es la gran persona que a demostrado ser johnny depp. así que sin más, no recomiendo esta página ni seguir a amber heard por mentirosa. | Skanya Suastegui |
| 48 | she could definitely improve on her honesty, her humanity, and her people skills. she's not good looking at all so she should at least attempt to make up for it with some sort of decent personality. | Kathleen Daithi |
| 49 | the only thing i would recommend amber heard for is a lengthy prison sentence. she clearly abused her ex husband and was abusive to her last partner in 2009. perhaps amber could do the decent thing and not only resign from aquaman 2, but from acting in general. failing that, she could always go to prison and pretend to be a victim there. she might get a more sympathetic audience in prison. | Nicola Hollingsworth |
| 50 | esta tipa es un asco de persona, no merece el respeto de nadie. justicia para johnny depp | Diego MoBe |
| 51 | she is a nasty horrible evil lying women (if you can call her a women) she gives every one of us a bad name now! she is the reason men die because they feel they can’t seek help and if they do they feel like they won’t be heard! nasty nasty nasty piece of work | Helena Barbara Wright |
| 52 | get a personality makeover. some better acting skills. and stop spreading lies | Sammie Johnson |
| 53 | una maldita mentirosa muere | Linnet Depp |
| 54 | realmente no hay nada que recomendar de está tipeja, no representa nada ni a nadie | Ramses Darko |
| 55 | you're the reason, real victims get victim shamed. i fully stand on believing a victim until proven differently. makes me sick that i did that for you and you were just crying wolf. i'm even a die hard fan of johnny depp and i put that love to the side to hear your lies. we don't want to hear your apologies. bare minimum is asking for your career to be trashed. when really, you deserve prison time. -a true victim | Kristi Weiser |
| 56 | #justiceforjohnnydeep. esta mujer es una arpia, viendo los videos y grabaciones esta claro que ella lo maltrataba #amberheardisanabuser a mi nadie me está pagando por decir esto claramente ella está mal de la cabeza y como es que sigue normal con su trabajo en el cine ella es un mal ejemplo!! con esos antecedentes que tiene #johnnydeppisinnocent #boycottaquaman2 | Sally N. Pumaleque Incalla |
| 57 | shame on you ! you killed jonnys job! | Isabelle Eksör |
| 58 | she could drop dead and burn in hell. | Peyton Legitt |
| 59 | jsjdjss muerte a esta pvt4 | Mayli Mendes Idk |
df_death.username.value_counts().head(10)
Marthita Sosa 5 Peyton Legitt 3 Fernanda Isabel Torrico 2 Koren Hamilton 2 Ines Seni 2 Christian Andreas La Mattina 2 Ivonne Ch 1 Lluvia Diaz 1 Jorge Isacc Morales Alabat 1 Lupita Diaz 1 Name: username, dtype: int64
df_comments.query(" username == 'Marthita Sosa' ").comment.value_counts().head()
#deathtoamberheard 3 destroyed part of the life of a great actor lied and others is a reverent shame as recommend to such people .. shame and a bit of disgust that god have mercy on his soul .. 2 fuck you #deadamberheard 1 #justiceforjohnnydepp #deathamberheard 1 Name: comment, dtype: int64
df_comments.query(" username == 'Peyton Legitt' ").comment.value_counts().head()
i got kicked off twitter because you kept getting offended by my posts. guess who's making another and another 😜 funny you feel "bullied". just do everyone a favor and drop dead. 1 just un alive yourself already. 1 just drop dead already 1 she could drop dead and burn in hell. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Ines Seni' ").comment.value_counts().head()
amber heard admits it! johnny depp secret recording released! https://www.youtube.com/watch?v=8o4fsjkvfoc&t=142s 3 amber heard to johnny depp: 'i do remember, i did mean to hit you' https://www.youtube.com/watch?v=w9d6x3vadbw 2 regarding the poop-gate incident:\r\n1. she blames the dogs\r\n2: she tells a manager that it was a practical joke…see more 2 details on amber heard's domestic abuse arrest revealed https://www.youtube.com/watch?v=81mnraxlbee as many of you might know by now, amber heard has a reported history of domestic violence. including a time when she was arrested for allegedly assaulting her ex wife tasya van ree at seattle tacoma international airport in 2009. now the details of the incident are finally getting attention in the media 2 amber has gotten cheek fillers, tear trough fillers (under the eyes) and lip injections which causes bruising and sometimes swelling. i believe if they could get her records they could prove that it was done when she took those photos so that then she…see more 2 Name: comment, dtype: int64
df_comments.query(" username == 'Koren Hamilton' ").comment.value_counts().head()
pos, die already 1 pos, just die or dissapear already! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Fernanda Isabel Torrico' ").comment.value_counts().head()
#justiceforjohnnydeep\r\n#deathamberheard 2 Name: comment, dtype: int64
df_comments.query(" username == 'Michealie McDowell' ").comment.value_counts().head()
my son's father beat me so badly while i was pregnant he almost killed my child and myself. i'm listening to you berate him and tell at him and cuss at him on these tapes. he can't even get a word in. you should have been thankful he always walked away…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Stefani Elisabeth' ").comment.value_counts().head()
from the bottom of my heart, i hope you seek counseling for your anger issues. it will destroy your life if you lose control and end up killing someone. i've listened to quite a bit of the audio between you two and it's clear that you need professio…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Renata Vasquez' ").comment.value_counts().head()
en serio. me desepcione bastante de esta...\r\n\r\nponbre de depp. estar a la par de esta falsa... que indignación a de sentir... él siendo un gran actor, perdiendo tiempo con esa sarrapastroza. …see more 1 no puedo entender.. como hay gente como tú en este mundo... ojala seas despedida. porque todoos apoyamos mas a #johnnydepp. porque es un gran actris... porque da mas de lo que se le pide.. porque impacta en todos los papeles dados...\r\nemcambio tu... porfavor dejas mucho que desear....\r\nquisiera tenerte en frente y demostrarte todo el desprecio que probocas.! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Armando Sánchez' ").comment.value_counts().head()
you should kill yourself! the world doesn’t need people like you! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Yosoy L Quien Mas' ").comment.value_counts().head()
nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 1 Name: comment, dtype: int64
(Spanish)(Translation -> nobody wants to see a bitch taking pictures of herself when you get old your boobs will be on the floor and your ass will be rotting from the shit of lies that come out of your mouth 💩💩 bitchaaaaaa2💩)
# death_kill = {'death', 'muerte', 'die', 'morire', 'morir', 'kill', 'matar', 'murder'}
df_comments[df_comments.comment.str.contains("death|muerte")].comment.value_counts().head(60)
#justiceforjohnnydepp #deathamberheard 3 #deathtoamberheard 3 #justiceforjohnnydeep\r\n#deathamberheard 2 remove yourself from aquaman 2 you twisted pippi longstocking! also, i’m pretty sure you played a role in cal worthington’s mysterious death! he was a car salesman out of long beach! turn yourself in amber!!! 1 all we want to see u death 1 death amber heard‼️ 1 hope you die a horrible death 1 #hamberheardisanabuser\r\n#deathamberheard\r\n#justiceforjohnnydepp …see more 1 jsjdjss muerte a esta pvt4 1 Name: comment, dtype: int64
df = df_comments[df_comments.comment.str.contains("death|muerte")][['comment', 'username']]
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | remove yourself from aquaman 2 you twisted pippi longstocking! also, i’m pretty sure you played a role in cal worthington’s mysterious death! he was a car salesman out of long beach! turn yourself in amber!!! | Jeffrey Danna |
| 1 | #justiceforjohnnydepp #deathamberheard | Gaity Figueroa |
| 2 | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 3 | all we want to see u death | David Carrillo |
| 4 | death amber heard‼️ | Alondra Rivas Núñez |
| 5 | #deathtoamberheard | Marthita Sosa |
| 6 | hope you die a horrible death | Ric Key |
| 7 | #justiceforjohnnydepp #deathamberheard | Javier Quintanilla |
| 8 | #deathtoamberheard | Marthita Sosa |
| 9 | #justiceforjohnnydepp #deathamberheard | Marthita Sosa |
| 10 | #hamberheardisanabuser #deathamberheard #justiceforjohnnydepp …see more | Lluvia Diaz |
| 11 | #justiceforjohnnydeep #deathamberheard | Fernanda Isabel Torrico |
| 12 | #deathtoamberheard | Marthita Sosa |
| 13 | jsjdjss muerte a esta pvt4 | Mayli Mendes Idk |
# df_comments[df_comments.comment.str.contains('die|morir')].comment.value_counts().head(60)
df = df_comments[df_comments.comment.str.contains('die|morir')][['comment', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Mishel Judit Quisocala Condori |
| 1 | youre going to be in the videos of 2050 when they do a recap of the actors whos career died before it began. | Rey Abdel Rivera |
| 2 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | Katharina Schäfer |
| 3 | i'm not defending amber but a little bit of respect her mother is died | Neasa Stompanato |
| 4 | a mí nadie me ha pagado para firmar por su despido, yo lo hago gratis. | Martinez Nana |
| 5 | nadie mire sus películas, nadie mire aquaman | Ar An Melgar |
| 6 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Danétt Morales |
| 7 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Karinita Davila |
| 8 | nadie ha pagado una campaña contra ti amber, simplemente te odiamos 😁 | Sonia Ascencio |
| 9 | las mujeres luchamos por las mujeres, pero sin duda nadie pondría un dedo al fuego por ti. | Valita Espejo |
| 10 | a nadie le importa | Carolina Quintero |
| 11 | nadie aquí viene a apoyarte | Ira Isi |
| 12 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Maykeling Valle Cruz |
| 13 | die - your hair. lol | Kevin Klassen |
| 14 | muy lamentable tus acciones en contra de tan grande artista como johnny depp más bien tu deverias ser la que pierda tu papel como mera, ya no que cualquiera podría hacer mejor que tu, en cambio no hay nadie más que pueda hacer los papeles de jonny depp ya que la esencia de los personajes que interpreta son realmente únicos. #justiceforjohnnydeep | Shirley Corani |
| 15 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 16 | te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! | Delby Hatun |
| 17 | ✨die✨ | Mimi May |
| 18 | nadie te quiere | Katherine Riaño |
| 19 | die | Amy Harris |
| 20 | nadie te quiere 😒 | Juls Sánchez |
| 21 | erm die? | Dylan Burrells Cates |
| 22 | pls die thnx | Ana Trujillo |
| 23 | que bolas, nadie te quiere. ojala y no te contraten. | Joeyber Alexander |
| 24 | devi morire troia | Luca Cianci |
| 25 | i hope you die | Hugh Pawsey |
| 26 | pos, die already | Koren Hamilton |
| 27 | fuck u, die pls | Lucas Gasparini |
| 28 | i hope you die, you piece of shit | Victormanuel Aviles Medina |
| 29 | bitch die | Karlos Alvz |
| 30 | for me you can eat shit and die | Santiago Nieto |
| 31 | go die | Entle Buthelezi |
| 32 | nunca fuiste del interés de nadie,maldita loca. | Alex Appleby |
| 33 | perra maldita!!!!! como pudiste haver esto a un ser humano, te mereces lo peor del mundo, ojalá que nadie te contrate, recuerda quenque karma llega!!!! | Francisco Javier |
| 34 | what a cunt!! i speak for the whole of the uk when i say just fuck yourself and crawl in a hole and die | Martin C Fishwick |
| 35 | you can fuck off and die. | Gabriel Maco |
| 36 | hope you die a horrible death | Ric Key |
| 37 | u should die | Roberto Ivan Hernandez Hilerio |
| 38 | very beautiful face. romantic director cecil b demille would have loved it. watching his early comedies of the late 1910s and 20s with you would be fun. romanticism and esthetics at www.aynrand.org ty ms ah! make money. | Edmund Bonczyk II |
| 39 | pos, just die or dissapear already! | Koren Hamilton |
| 40 | understand what you say that hollywood could reach a big audience and in that way try to do something. then you say we have to push the enveloppe, with that you try to open up people's minds that there is nothing to fear, those who not know that these …see more | Marangoz Kahraman |
| 41 | stay where die there ... | Mizanur Rahman Khan |
| 42 | nur ein radio ist besser. dies lässt sich abstellen. | Heike Enders |
| 43 | die | Christian Hightower |
| 44 | a nadie le interesa 😡😡😡 | Bonifacio Guerrero Eliana |
| 45 | why would anyone want to see your instagram? unless they were trying to find a way to inflict serious pain on you! die you whore | David Brizzle |
| 46 | nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 | Yosoy L Quien Mas |
| 47 | en serio. me desepcione bastante de esta... ponbre de depp. estar a la par de esta falsa... que indignación a de sentir... él siendo un gran actor, perdiendo tiempo con esa sarrapastroza. …see more | Renata Vasquez |
| 48 | die | Jose Sniper Galvez |
| 49 | amber puttana schifosa, you should die 🐖🐖🐖 | Renato Haase |
| 50 | die | Sid Faundez |
| 51 | die. | Carlos St |
| 52 | nadie te quiere | Valeria Ortíz |
| 53 | worst photo and i hope your career dies | Tremaine Bligh |
| 54 | arunava cmnts gulo por sudhu....amber k dhhuye dieche... | Monalisa Khondakar |
| 55 | huevos, hdsptm no suelo odiar a nadie, pero a amber heard si 😡 | Hécate Asgard |
| 56 | #chingatumadreamberhear méxico no había odiado a nadie más que a karla panini en una década pero tú vas y #chingasatumadredosveces | Lupita Diaz |
| 57 | aquél que daña a los inofensivos o lastima a los inocentes diez veces se castiga a sí mismo.…see more | Jorge Isacc Morales Alabat |
| 58 | boicot a todas la películas donde aparezca... nadie vaya a verlas 🤣🤣🤣 #justiceforjhonnydepp #quefeoquenadietequiera …see more | Ivonne Ch |
| 59 | amber heard fuck off n die | Joshua Rush |
# df_comments[df_comments.comment.str.contains('die|morir')].comment.value_counts()[60:].head(60)
df = df_comments[df_comments.comment.str.contains('die|morir')][['comment', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | es la peor persona que haya existido, una persona doble cara y ambiciosa. quiere terminar ar con la carrera de un gran actor que cuenta con un gran talento y es johnny depp. es una mentirosa, vividora y violenta, ya que en una de sus relaciones anteriores se dieron a conocer pruebas de que ella era quien violentaba y ahora se quiere hacer la víctima con todos los medios y con la gente, pero johnny depp no está sólo y le da coraje el ver todo el apoyo que tiene a su favor y por eso inventa que el favoritismo es porque hay una paga de por medio cuándo lo único que influye es la gran persona que a demostrado ser johnny depp. así que sin más, no recomiendo esta página ni seguir a amber heard por mentirosa. | Skanya Suastegui |
| 1 | the only thing i would recommend amber heard for is a lengthy prison sentence. she clearly abused her ex husband and was abusive to her last partner in 2009. perhaps amber could do the decent thing and not only resign from aquaman 2, but from acting in general. failing that, she could always go to prison and pretend to be a victim there. she might get a more sympathetic audience in prison. | Nicola Hollingsworth |
| 2 | esta tipa es un asco de persona, no merece el respeto de nadie. justicia para johnny depp | Diego MoBe |
| 3 | she is a nasty horrible evil lying women (if you can call her a women) she gives every one of us a bad name now! she is the reason men die because they feel they can’t seek help and if they do they feel like they won’t be heard! nasty nasty nasty piece of work | Helena Barbara Wright |
| 4 | realmente no hay nada que recomendar de está tipeja, no representa nada ni a nadie | Ramses Darko |
| 5 | you're the reason, real victims get victim shamed. i fully stand on believing a victim until proven differently. makes me sick that i did that for you and you were just crying wolf. i'm even a die hard fan of johnny depp and i put that love to the side to hear your lies. we don't want to hear your apologies. bare minimum is asking for your career to be trashed. when really, you deserve prison time. -a true victim | Kristi Weiser |
| 6 | #justiceforjohnnydeep. esta mujer es una arpia, viendo los videos y grabaciones esta claro que ella lo maltrataba #amberheardisanabuser a mi nadie me está pagando por decir esto claramente ella está mal de la cabeza y como es que sigue normal con su trabajo en el cine ella es un mal ejemplo!! con esos antecedentes que tiene #johnnydeppisinnocent #boycottaquaman2 | Sally N. Pumaleque Incalla |
# df_comments[df_comments.comment.str.contains('kill|matar|kys')].comment.value_counts().head(60)
df = df_comments[df_comments.comment.str.contains('kill|matar|kys')][['comment', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | my son's father beat me so badly while i was pregnant he almost killed my child and myself. i'm listening to you berate him and tell at him and cuss at him on these tapes. he can't even get a word in. you should have been thankful he always walked away…see more | Michealie McDowell |
| 1 | she killed what supposed to be an another movie from pirates of th caribbean | Lawrence Aranas Montalban |
| 2 | i am so disgusted by what you have done on this domestic violence against johnny depp. i have been a victim of domestic violence where i was almost killed. you make me sick that you use this as your way to make money. you clearly physically abused your…see more | Carol Janzen |
| 3 | the worst quote i’ve ever read was by amber heard . “ you are a man . no one will ever believe you .” this my friends , is why men kill themselves . | Sean Virgin |
| 4 | i wish i was a woman in the 21st century. you're allowed to do so much as kill your own baby if you wanted to after a little too much to drink the night before. we've heard the tapes amber, what makes you a saint exactly? must be nice. even johnny's ex wives vouched for him. i will never pay to see anything you are in ever again, mark my words. | Kendall Sanders |
| 5 | deep is a lose cannon he lost me and grandchildren when he said " an actor needs to kill the potus" all our children watching this guy and he says that. | Rae Wilson |
| 6 | tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona | K̶e̶v̶i̶n̶ Tomas Martinez Barra |
| 7 | kys | Jaime André Becerra |
| 8 | machete kills | Gerald Drake |
| 9 | nobody gives a fuck. kill yourself. | Samuel Sun |
| 10 | i hope you kill yourself | Jorge Villarán |
| 11 | no one is on your side amber. soon your career will be as dead as jeffrey epstein but we will be the ones who will kill it. | Les Jones |
| 12 | from the bottom of my heart, i hope you seek counseling for your anger issues. it will destroy your life if you lose control and end up killing someone. i've listened to quite a bit of the audio between you two and it's clear that you need professio…see more | Stefani Elisabeth |
| 13 | johnny depp is lucky to get away alive, it was only a matter of time before she kills him. amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... | Ines Seni |
| 14 | amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... | Ines Seni |
| 15 | yeah fck u kys | Roxanne Merveilleux |
| 16 | you should kill yourself! the world doesn’t need people like you! | Armando Sánchez |
| 17 | kys | Alec Rinn |
| 18 | amber you are such a slut deep should kill you | Diogo Seven |
| 19 | why don't you kill yourself? | Nox Serenum |
| 20 | kys | Malik Tuttle |
| 21 | absolutely disgusting human being and a sad example for women everywhere... terrible acting skills and a terrible character... i personally won't ever be watching any movies she is involved in! | Jocelyn Josee Ouimet |
| 22 | she could definitely improve on her honesty, her humanity, and her people skills. she's not good looking at all so she should at least attempt to make up for it with some sort of decent personality. | Kathleen Daithi |
| 23 | get a personality makeover. some better acting skills. and stop spreading lies | Sammie Johnson |
| 24 | shame on you ! you killed jonnys job! | Isabelle Eksör |
df_comments[df_comments.comment.str.contains('murder')].comment.value_counts().head(60)
well well looks like amber and her free loading mates were planning a murder\r\n\r\nhttps://youtu.be/ajn1pj48wka 1 amber. you belong in jail for your reputation murder. 1 Name: comment, dtype: int64
# burn_hell = {'hell', 'inferno', 'infierno', 'ад', 'burn'}
print(f'{df_burn.shape[0]} contributions, made by {df_burn.username.nunique()} Users, In {df_burn.language.nunique()} Languages')
df_burn.head(2)
126 contributions, made by 117 Users, In 9 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 73 | Tyler Schrodt | the only reason i know who you are, is because... | post0_comment | NaN | NaN | NaN | NaN | True | the only reason i know who you are, is because... | English | the only reason i know who you are, is because... |
| 88 | Donald Liverance | wouldn't it be great if he next lover actually... | post0_comment | NaN | NaN | NaN | NaN | True | wouldn't it be great if he next lover actually... | English | wouldn't it be great if he next lover actually... |
df_burn.type.value_counts()
post0_comment 67 post1_comment 14 Not Recommend 14 post3_comment 9 post4_comment 8 post5_comment 8 post2_comment 6 Name: type, dtype: int64
helpers.barh(df_burn.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language',
'language': 'Count'}).head(15),
'Languages Used in "Hell & Burn" Comments', threshold=0, c=0)
df_burn_others = df_burn[df_burn.language != 'English']
print(f'{df_burn_others.shape[0]} contributions, made by {df_burn_others.username.nunique()} Users, In {df_burn_others.language.nunique()} Languages')
df_burn_others.head(2)
29 contributions, made by 25 Users, In 8 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 378 | Abby's Burgers | tu y la panini deben de irse agarraditas dela ... | post0_comment | NaN | NaN | NaN | NaN | True | tu y la panini deben de irse agarraditas dela ... | Spanish | you and the panini must go hand in hand to hel... |
| 689 | Vladislav Goncharenko | гори в аду ембер блядддь | post0_comment | NaN | NaN | NaN | NaN | False | гори в аду ембер блядддь | Serbian | burn in hell ember damn |
burn_others_users = df_burn_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(burn_others_users.head(15), '"Hell & Burn" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_burn_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | tu y la panini deben de irse agarraditas dela mano al infierno son tal para cual hjsdp | Spanish | you and the panini must go hand in hand to hell they are such for which hjsdp | Abby's Burgers |
| 1 | гори в аду ембер блядддь | Serbian | burn in hell ember damn | Vladislav Goncharenko |
| 2 | por mujeres como tú muchos hombres pasan infiernos, ojalá te quedaras tú sin trabajo | Spanish | for women like you many men go through hell, I wish you would stay without a job | Marilupe Baena |
| 3 | te vas a sufrir en el infierno | Spanish | you will suffer in hell | Sandy MO |
| 4 | ojalá te quemes en el infierno... | Spanish | I hope you burn in hell | Luis Diego |
| 5 | maldita muere te en el infierno | Spanish | damn you die in hell | Karla Salazar Tapia |
| 6 | scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno. jonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more | Italian | scamber turd she doesn't know who jonny is nobody knows because it was never revealed but the lady made the biggest mistake of her life! first she will go to prison and then to hell jonny and sacred !! dear Sirs!! this is the revelation !! wanted more | Antonella Petrucci Alchemikiz |
| 7 | es una perra maldita, mentirosa, mojon de baño publico. apestas, te vas a ir al infierno maldita hija de puta. | Spanish | she's a fucking bitch, liar, public bathroom landmark you suck, you're going to hell you fucking son of a bitch | Adriana Loera Velasco |
| 8 | deja de hacer calumnias bruja esta eres una verguenza te vere en el infierno..... ( desde el cielo) #justiceforjhonnydeeb | Spanish | stop slandering witch this is a disgrace i will see you in hell from heaven #justiceforjhonnydeeb | Limbert Burgos Carrillo |
| 9 | alguien aqui que hable español y que porfavor me explique que diablos esta pasando y si es cierto lo que dicen de jhonny | Spanish | someone here who speaks spanish and please explain to me what the hell is going on and if it's true what they say about jhonny | Işmaęł Břiţo |
| 10 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 11 | espero que tu carrera se valla a la mierdad das vergüenza 😒 | Catalan | I hope your career goes to hell, you're embarrassing | 매기우리 |
| 12 | hola. pueden quitar sus likes a esta página. 😒 | Spanish | hello you can remove your likes to this page | Rubí Nabile |
| 13 | bonjour gold digger | French | hello gold digger | Jean Yves Francois Jacquin |
| 14 | ella le corto el dedo, le quemó la cara con un cigarrillo, echó a la basura sus medicamentos, le pegó con la puerta...le tiró de todo cuanto pudo a la cabeza, le golpeó, le pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un m…see more | Spanish | She cut off his finger, burned his face with a cigarette, threw his medicine in the trash, hit him with the door, threw everything he could at his head, hit him, kicked him, spat on him, mocked and insulted him until he died. tiredness making you feel a msee more | JI Alejandre |
| 15 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanc…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until exhaustioncsee more | Maria Eugenia Vasquez |
| 16 | vete a la verga | Albanian | go to hell | Santiago NC |
| 17 | vete ala mierda | Spanish | go to hell | Morales Santillan Rosa Ysela |
| 18 | andate a la mierda | Spanish | go to hell | Andi Serrano |
| 19 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 20 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 21 | tu, warner y disney váyanse a la mierda! | Spanish | you, warner and disney go to hell! | Fernando LF |
| 22 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 23 | que lindo cómo te quemaste solita | Spanish | How nice how you burned yourself | Ezequiel Hidalgo |
| 24 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 25 | está foto está tipo... como cuando te masturbas y brincas porque tienes un vídeo en xvideos... si ella tiene un vídeo sexual, y ni sabes finjir un orgasmo. ah y que horrible persona abusadora . terrible por fuera y asquerosa por dentro. pdt. porque no te quemas los ojos con cigarrillos. | Spanish | this photo is like when you masturbate and jump because you have a video on xvideos if she has a sex video, and you don't even know how to fake an orgasm oh and what a horrible abusive person terrible on the outside and disgusting on the inside pdt why don't you burn your eyes with cigarettes | Nick Miller |
| 26 | porque: amber heard le quemó la cara con un cigarrillo a johnny depp, le corto el dedo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un mísero ser inferior. no contenta con eso, lo acusó falsamente de violentarla a pocos días de que la madre del actor muriera. no respetó el luto. johnny depp tiene horas de grabaciones de amber heard ab... see more | Spanish | because: amber heard burned johnny depp's face with a cigarette, cut off his finger, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, he spat, mocked and insulted until exhaustion making him feel like a miserable inferior being not happy with that, falsely accused him of violating her a few days after the actor's mother died he did not respect the mourning johnny depp has hours of recordings of amber heard ab see more | Cris M. Gutierrez |
| 27 | que se vaya a la verga xd | Dutch | go to hell xd | Gerardo Lara Aguilar |
| 28 | くたばれ この野郎。地獄で死ね!!!!🤬🤬🤬🤬🤬🖕 | Japanese | Kutabare This bastard. Die in hell! !! !! !! | Mina Chan |
df_burn.comment.value_counts().head(10)
la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 go to hell 5 hello 2 go to hellllll 1 i'd never heard of heard until the bs she caused on our great legend johnny depp. who the hell are you amber heard? no one that's who fake drama queen. jealousy gets you no where.... i'll remember you only as a nasty abuser to johnny depp. 🇬🇧🏴. judges make mistakes maybe he was a biased prat, wouldn't surprise me. 1 you evil, ugly witch. i hope you rot in hell 1 i never heard of you until johnny and now youre really a nobodyee bitch.. rot in hollywood hellllllll 1 hope some u fall into hate and go to hell !!! people like u must disappear ! 1 keeping faith karma comes around.\r\nni volviendo a nacer llegarás a ser tan grande como el... y ese será tu infierno, fuck you bitch!! 1 trash 🗑 hope you burn in hell! 1 Name: comment, dtype: int64
df = df_burn[['comment', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | the only reason i know who you are, is because of this shit you did with depp. otherwise who the hell are you? what have you done other than abuse men? not worth my time, sadly i wish i would be able to forget who you are, but because of what you did to one of my favorite actors, who i might add is incredible human being. …see more | Tyler Schrodt |
| 1 | wouldn't it be great if he next lover actually treated how she said she was treated hell i'd even send him some money in jail just for being such a good guy | Donald Liverance |
| 2 | men can also be victims of abuse not just women. you've never been abused.... if you were so called "abused" wheres the evidence oh wait theres not any.... only evidence thats there is you beating, burning, cutting a finger, etc. to johnny. you can have three of my exes y'all seem to like beating on people. | Kellee A Cummins |
| 3 | i hope u burn in hell for hijacking platform of domestic abuse for real victims!😡 there are many out there who need help but definitely not u! | Esther Chong |
| 4 | you will have to pay for the damage done to johnny deep, bad woman, go to hell. | Mariana Beatle |
| 5 | just watched aquaman with my nephews..it was great...good job! tell people to stay the hell out of your personal business | Wv Tom |
| 6 | dang... you may be rich... but your personality makes you hella ugly. | Ouyay Uckerfay |
| 7 | tu y la panini deben de irse agarraditas dela mano al infierno son tal para cual hjsdp | Abby's Burgers |
| 8 | i just came here to say that i hate you amber. i hope you go to hell 😚 | Ariane Samantha Abrera |
| 9 | absolutely atrocious, you’ll burn for sure. if you are reading this amber, hope you get fired | Pho Luck |
| 10 | there's a place reserved for you in hell | Victoria Orozco |
| 11 | nobody cares about this crap you litterally ruined a mans career over your disgusting ego and tried to make yourself look like a victim hope your career burns frfr and i pray karma rips you a whole new one | Sherri Jones |
| 12 | гори в аду ембер блядддь | Vladislav Goncharenko |
| 13 | liar and mad woman, hell is waiting for you. | Linda Liz Sánchez |
| 14 | por mujeres como tú muchos hombres pasan infiernos, ojalá te quedaras tú sin trabajo | Marilupe Baena |
| 15 | you sicken me, you've not only put an innocent man through hell with your abuse, you dragged his name through the mud and accused him of that abuse, damaging his reputation and in doing so you massively hurt an entire movement that is against domestic violence, you selfish gold digger | William Thomas |
| 16 | fuck you for what you did to johnny. burn in hell | Jordyn Ozeymandias Lesnar |
| 17 | go to hell. you ruined a good mans life you manipulate sociopath | Kristen Sholarr |
| 18 | go to hell | Pauline Soriano |
| 19 | fuck you go to hell you treated johnny like shit 🤦🏼♀️ | Shelley Bush |
| 20 | hey amber, just wanted to say i'm one of your biggest fans 😭♥️ ...yeahh...no chance. that's a lie. pls pls rmb there's a special place in hell for people like you. | Eunice Sng |
| 21 | go to hell🤬 | Janne Särkiniemi |
| 22 | seeeeee u in hell | Jhon Brian Ribbeck Soto |
| 23 | te vas a sufrir en el infierno | Sandy MO |
| 24 | go to hell 🙂 | Soula Mohamed |
| 25 | burn in hell | Conway Petershack |
| 26 | go to hell, scamber!!! you’ll never work again. | Ell Zlatareva |
| 27 | you will burn in hell!!! | Leech Legacy |
| 28 | go to hell :) | Mohamed Abd Elmeged |
| 29 | ojalá te quemes en el infierno... | Luis Diego |
| 30 | hope you burn in hell you dirty bitch | NiNi Green |
| 31 | go to hell. | Emma Collins |
| 32 | go to hell | Shahd Shaheen |
| 33 | hello gold digger stripper cunt 🖕 | Mexico Con Amlo |
| 34 | maldita muere te en el infierno | Karla Salazar Tapia |
| 35 | amber, you have to go to hell 😡 | Yoselin Arias |
| 36 | please help retard cancer in head amber find her correct character in the little mermaid. ambers name translates to purple and ursula. amber this is you, the picture belore amber is ursula. kim’s name says kim’s head isn’t purple, kim’s head isn’t ursula, kim’s head isn’t arlene. hello, nice try trying to pawn kimberly. | Kimberly Kekina |
| 37 | hell no! lies and deception is a horrible thing to spread | Brianna Cayson |
| 38 | hello make reply | Ayeishaa Asha |
| 39 | hello | Benass Suzukii |
| 40 | go to hell😁😈 | Megan Ramay |
| 41 | your carrer will gonna ruin soon go to hell 😠😠😠😠😠😠😠 | Angela Pacle |
| 42 | honestly i just hope you rot in hell. 🤷♀️👏👏 johnny deserves better in life but you just had to ruin it! 🙄 funny how you want equal rights as a women. 😂 | Panyia Vang |
| 43 | you should burn in fucking hell you piece of shit sociopath..same as jodi arias..need to be locked up with her in perryville you pile of shit...jonny should have taken you out | Justin M Roller |
| 44 | this fucking gold digger i hope your career goes down back to hell #justiceforjohnnydepp | Dillan Macasiano |
| 45 | you going to hell vitch | Kevin Ramos |
| 46 | you are completely black peace of shit😊😊 i hope you will go straight to hell🙏🙏🙏🙏🙏🙏 | Deimantė Sk |
| 47 | you're complete trash. trying to ruin johnny's career by getting him fired from the pirate's franchise, playing a victim to the #metoo movement when there's actual victims out there who have been through hell, you physically and emotionally abused this…see more | Amanda Mattingly |
| 48 | didn't you fuck over johnny depp ? why would i wanna follow you? ... ya probably burned his rum too... | Phil Sparks |
| 49 | bitch go to hell. you are a fucking piece of nothing cause even garbage can be recycled but u... u going to hell for all that wicked shit and evil in u. | Winnie Diaz |
| 50 | burn in hell witch! | Samson Mirzai |
| 51 | burn in hell you fucking cow. hope karma eats your ass alive. | Brad Percifull |
| 52 | you must burn in hell | Samael Restrepo |
| 53 | i hope you burn in the deepest pits of hell, you ungrateful cunt. | Dylan Bayless |
| 54 | fuck you bitch! go to hell... | Michael Bryan Ruste |
| 55 | hey bitch go to hell | Zde Nsauagab |
| 56 | fuck you bitch. go burn. | Marla Flores Matos |
| 57 | hello bitch~why are u still alive? | 雅张 |
| 58 | i would be terrified to be in a fireside chat with you. you would probably throw a burning log at someone when you got a narcissistic injury, just like when johnny depp would not let you control him, or he left the room so you could not commit violence against him. with your handlers, lawyers, groupies and other enablers, you are just going to get worse.…see more | Phyllis Pollack |
| 59 | go to hell... | Paulo Burno |
df = df_burn[['comment', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | rot in hell you and your entire generations! amen🙏 | Emrys Gau |
| 1 | you're going to hell, they don't let people like you into heaven 👍 | Sophie Foster |
| 2 | so i know that the internet is huge. so can you guys burn her alive on instagram then here??? looks like she’s deleting all comments on her posts :)) let’s make this viral for justice. she owns an apology to the #metoo community. how dare she! | Alondra Carbajal |
| 3 | this evil no good bitch should be locked up!! i hope a very hot hell is waiting in you!!! | Jason T Carpenter |
| 4 | go to hell 🤮 | Delia Chávez Solano |
| 5 | hello. f*ck you. bye. | Alexandra Cristina Cojocaru |
| 6 | rot in hell | Brit Hilton |
| 7 | go to hell | Alex Caryn |
| 8 | hello | Javoh Xolmamatov |
| 9 | fucking rat i hope you dont show up on aquaman 2 and i hope your fucking career goes down back to hell. what a fucking clown #justiceforjohnnydepp | Dillan Macasiano |
| 10 | go to hell cheap trash | Juanita Wilder |
| 11 | go to hell | Joseph Leo |
| 12 | no thanks, go to hell | Dafydd Wayne Daniels |
| 13 | go the hell😤😠😠🤢🤮 | Lecoña Judy |
| 14 | you need to burn in hell you disgusting human | Bradley Stephens |
| 15 | she'll be in hell, where she belongs | Laura Pestoni |
| 16 | hello there, i've been doing a painting for amber heard. how can i send it to her. | Yasir Arafat Maassoom |
| 17 | jhonny will be the winner and you will go to hell. | Yabb Jiulia |
| 18 | go burn | Ellah Kaboro |
| 19 | go to hell | Bonnie Jade |
| 20 | enjoy hell 💩💩💩💩💩💩💩💩💩💩💩💩 | Dar Coyle |
| 21 | really ? well props to you girl... hell.. your a year older than me 😂 lol | Trevor Durocher |
| 22 | i hope your career goes to hell! | Karina BonJovi |
| 23 | good, now get the hell out of here before you physically abuse someone else! | Avrey Lavalley |
| 24 | scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno. jonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more | Antonella Petrucci Alchemikiz |
| 25 | trash 🗑 hope you burn in hell! | Andrade Leanda |
| 26 | keeping faith karma comes around. ni volviendo a nacer llegarás a ser tan grande como el... y ese será tu infierno, fuck you bitch!! | Sam Amelie Van Dort |
| 27 | hope some u fall into hate and go to hell !!! people like u must disappear ! | Jhon Brian Ribbeck Soto |
| 28 | i never heard of you until johnny and now youre really a nobodyee bitch.. rot in hollywood hellllllll | Princess Cobain Hendrix |
| 29 | you evil, ugly witch. i hope you rot in hell | Laura Pestoni |
| 30 | i'd never heard of heard until the bs she caused on our great legend johnny depp. who the hell are you amber heard? no one that's who fake drama queen. jealousy gets you no where.... i'll remember you only as a nasty abuser to johnny depp. 🇬🇧🏴. judges make mistakes maybe he was a biased prat, wouldn't surprise me. | Suzanne Ovenden |
| 31 | all men stay away from her heard. i doubt she's getting a boyfriend anytime soon. who the hell would trust that? | Suzanne Ovenden |
| 32 | go to hellllll | Mahbub A Khuda Bishal |
| 33 | goto hell and stay there | Brit Hilton |
| 34 | you hurt johnny, you hurt the man i love! you are going to burn in fucking hell, such an asshole! i hate you more than i hate satan himself | Carter-Depphead Burtonist |
| 35 | there is no way this miserable excuse for a human can recover from what she did. she lied her way outta abusing ome of the most memorable faces on this planet. there is no way in hell i will watch any movies with amber as support or lead roles. | Rae Winters |
| 36 | shes a lying manipulative evil wh*re...people like her are the reason victims dont speak out. i hope someone hurts her the way shes hurt all her victims and then she can rot in hell! #justiceforjohnny | Bethan Louise Davies |
| 37 | she’s a abusive cow who should rot in hell for all he has done i hope when justice has been served she losses everything | Densel Walton |
| 38 | you’re an abusive pos and i hope you rot in hell. there’s a special place in hell for people like you! | Katlynn Chambers |
| 39 | abuser, liar, gold digger, piece of human filth, lucifer’s wife! go rot in hell! you’re a liar! she’s a monster! | Anna Jeanette |
| 40 | i stand with johnny. you are a pathetic excuse of a woman. the lies you have told are an insult to those who have actually suffered domestic abuse. if anyone was abused its johnny by you. rot in hell amber! #justiceforjohnny #johnnydeppisinnocent #downwithamberheardslies ... see more | Samantha Elizabeth |
| 41 | es una perra maldita, mentirosa, mojon de baño publico. apestas, te vas a ir al infierno maldita hija de puta. | Adriana Loera Velasco |
| 42 | abuser! you should be ashamed of yourself! rot in hell! | Leaunna Adams |
| 43 | deja de hacer calumnias bruja esta eres una verguenza te vere en el infierno..... ( desde el cielo) #justiceforjhonnydeeb | Limbert Burgos Carrillo |
| 44 | go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. go to hell. ... see more | Nguyen Huu Hoang Phuc |
| 45 | she could drop dead and burn in hell. | Peyton Legitt |
| 46 | alguien aqui que hable español y que porfavor me explique que diablos esta pasando y si es cierto lo que dicen de jhonny | Işmaęł Břiţo |
| 47 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Ayaris Etherea |
| 48 | espero que tu carrera se valla a la mierdad das vergüenza 😒 | 매기우리 |
| 49 | hola. pueden quitar sus likes a esta página. 😒 | Rubí Nabile |
| 50 | bonjour gold digger | Jean Yves Francois Jacquin |
| 51 | ella le corto el dedo, le quemó la cara con un cigarrillo, echó a la basura sus medicamentos, le pegó con la puerta...le tiró de todo cuanto pudo a la cabeza, le golpeó, le pateó, le escupió, se burló e insultó hasta el cansancio haciéndole sentir un m…see more | JI Alejandre |
| 52 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanc…see more | Maria Eugenia Vasquez |
| 53 | vete a la verga | Santiago NC |
| 54 | vete ala mierda | Morales Santillan Rosa Ysela |
| 55 | andate a la mierda | Andi Serrano |
| 56 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Ayaris Etherea |
| 57 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Ayaris Etherea |
| 58 | tu, warner y disney váyanse a la mierda! | Fernando LF |
| 59 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Ayaris Etherea |
burn_users = df_burn.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(burn_users.head(15), '"Burn & Hell" Top Commented Users', threshold=0, c=0)
df_burn.username.value_counts().head()
Ayaris Etherea 5 Brit Hilton 2 Suzanne Ovenden 2 Laura Pestoni 2 Jhon Brian Ribbeck Soto 2 Name: username, dtype: int64
df_comments.query(" username == 'Suzanne Ovenden' ").comment.value_counts().head()
all you did by your jealousy and lies to only gain money, was lose to face even more. you very silly woman. 1 no thank you i don't follow jealous liars and psychopaths. ❤️ johny depp and always will. your lies don't deter us. 🏴🏴🇬🇧 1 i'd never heard of heard until the bs she caused on our great legend johnny depp. who the hell are you amber heard? no one that's who fake drama queen. jealousy gets you no where.... i'll remember you only as a nasty abuser to johnny depp. 🇬🇧🏴. judges make mistakes maybe he was a biased prat, wouldn't surprise me. 1 all men stay away from her heard. i doubt she's getting a boyfriend anytime soon. who the hell would trust that? 1 Name: comment, dtype: int64
df_comments.query(" username == 'Jhon Brian Ribbeck Soto' ").comment.value_counts().head()
seeeeee u in hell 1 hope some u fall into hate and go to hell !!! people like u must disappear ! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Dillan Macasiano' ").comment.value_counts().head()
this fucking gold digger i hope your career goes down back to hell #justiceforjohnnydepp 1 fucking rat i hope you dont show up on aquaman 2 and i hope your fucking career goes down back to hell. what a fucking clown #justiceforjohnnydepp 1 Name: comment, dtype: int64
df_comments.query(" username == 'Brit Hilton' ").comment.value_counts().head()
evil vile creature 1 rot in hell 1 goto hell and stay there 1 Name: comment, dtype: int64
df_comments.query(" username == 'Laura Pestoni' ").comment.value_counts().head()
she'll be in hell, where she belongs 1 gold digging evil ugly person 1 you evil, ugly witch. i hope you rot in hell 1 skank 1 evil bitch...karma...just remember. karma is a bitch, and so are you 1 Name: comment, dtype: int64
Punish, Crime, Jail & Prison¶
# crime_jail = {'pay', 'pagar', 'punish', 'crime', 'criminal', 'jail', 'prison', 'prigione', 'prisión',
# 'deserve', 'karma'}
print(f'{df_crime.shape[0]} contributions, made by {df_crime.username.nunique()} Users, In {df_crime.language.nunique()} Languages')
df_crime.head(2)
382 contributions, made by 367 Users, In 11 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 15 | Jacky Ortiz | i hope nothing but the worst for you johnny de... | post0_comment | NaN | NaN | NaN | NaN | True | i hope nothing but the worst for you johnny de... | English | i hope nothing but the worst for you johnny de... |
| 39 | Sareena Sky | oh amber heard...u just wanted attention. you ... | post0_comment | NaN | NaN | NaN | NaN | True | oh amber heardu just wanted attention you lied... | English | oh amber heardu just wanted attention you lied... |
df_crime.type.value_counts()
post0_comment 179 Not Recommend 75 post4_comment 40 post1_comment 30 post2_comment 24 post3_comment 23 post5_comment 11 Name: type, dtype: int64
helpers.barh(df_crime.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language',
'language': 'Count'}).head(15),
'Languages Used in "Crime & Jail" Comments', threshold=0, c=0)
df_crime_others = df_crime[df_crime.language != 'English']
print(f'{df_crime_others.shape[0]} contributions, made by {df_crime_others.username.nunique()} Users, In {df_crime_others.language.nunique()} Languages')
df_crime_others.head(2)
67 contributions, made by 65 Users, In 10 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 156 | Nayd Tania Blanco Quispe | tarde o temprano llegará la hora de pagar todo... | post0_comment | NaN | NaN | NaN | NaN | True | tarde o temprano llegará la hora de pagar todo... | Spanish | Sooner or later the time will come to pay for ... |
| 529 | Lupita Solis | vas a pagar tarde o temprano el daño que estás... | post0_comment | NaN | NaN | NaN | NaN | True | vas a pagar tarde o temprano el daño que estás... | Spanish | sooner or later you are going to pay for the d... |
df_crime.language.value_counts()
English 315 Spanish 51 Italian 3 Portuguese 3 Catalan 2 Sanskrit 2 Luxembourgish 2 French 1 German 1 Wolof 1 Indonesian 1 Name: language, dtype: int64
crime_others_users = df_crime_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(crime_others_users.head(15), '"Crime & Jail" Top Commented Users In Other Languages', threshold=0, c=0)
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").comment.value_counts().head()
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! 1 tutti i demoni li vomiterò dalla mia bocca! parola di dio! 1 scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").translated.value_counts().head()
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 god will punish you for what you did! it is very heavily! very! Devil! 1 all the demons I will vomit them out of my mouth! God's word! 1 scamber turd she doesn't know who jonny is nobody knows because it was never revealed but the lady made the biggest mistake of her life! first she will go to prison and then to hell jonny and sacred !! dear Sirs!! this is the revelation !! wanted more 1 Name: translated, dtype: int64
# English
df_comments.query(" username == 'Manilyn Sansano' ").comment.value_counts().head()
#amberheardshouldbeinprison! 1 shit amber 1 #amberheardshouldbeinprison!! 1 #psychopath!!!! 1 Name: comment, dtype: int64
df = df_crime_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! | Spanish | Sooner or later the time will come to pay for all the evil that one does! | Nayd Tania Blanco Quispe |
| 1 | vas a pagar tarde o temprano el daño que estás causando. ni siquiera nunca te he conocido cómo actriz se de vos por el daño que estás causando al gran actor depp. bruja | Spanish | sooner or later you are going to pay for the damage you are causing i have never even met you as an actress i know of you for the damage you are causing to the great actor depp witch | Lupita Solis |
| 2 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Spanish | shut up you are a liar of the worst that exists but remember sooner or later you are going to pay remember | Richard Monzon Caceres |
| 3 | no puedes predicar igualdad si no eres capaz de respetar para que te respeten. lo malo que hiciste en algún momento la vida te lo va a cobrar por dos. se llama karma... | Spanish | you cannot preach equality if you are not able to respect so that they respect you the bad thing you did at some point life is going to charge you for two it is called karma | Kat AJ |
| 4 | ya te llegará el karma ✌️ | Catalan | karma will come to you ✌ | Polo López |
| 5 | todo lo que hiciste a johnny depp te lo sucedera karma | Spanish | everything you did to johnny depp karma will happen to you | Alicia Nogales |
| 6 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | French | I wish you prison no class eat in the middle of a trial it sets the tone for you bitch i hope you go on jail! | Fad Drissi |
| 7 | debieras de sincerarte y dejar de hacer culpable a alguien inocente, el karma existe y te va a penar siempre | Spanish | you should be honest and stop making someone innocent guilty, karma exists and it will always hurt you | Christian Marcelo Zelaya Figueroa |
| 8 | eres una mala mujer y mentirosa pero existe el karma | Spanish | you are a bad woman and a liar but there is karma | Lii Cii Jan |
| 9 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Spanish | neither with all the money you took from jhonny, nor with all the humiliation you made him go through, you will never be happy in life, there is a karma and you will see it soon psychopath | Bladimir Martinez |
| 10 | todo lo malo que le has hecho a jhonny deep la vas a pagar #justiceforjohnny | Spanish | you're going to pay for everything bad you've done to jhonny deep #justiceforjohnny | Enmanuel IC Rodríguez |
| 11 | karma exist!!!!! | Sanskrit | karma exist!!!!! | Misha RL |
| 12 | #amberheardshouldbeinprison! | Luxembourgish | #amberheardshouldbeinprison! | Manilyn Sansano |
| 13 | vieja maldita abusiva algún día vas a pagar lo que le haces a johnny depp. | Spanish | old fucking abusive someday you're going to pay for what you do to johnny depp | Yeca Bracho |
| 14 | perra maldita!!!!! como pudiste haver esto a un ser humano, te mereces lo peor del mundo, ojalá que nadie te contrate, recuerda quenque karma llega!!!! | Spanish | damn bitch!!!!! how could you do this to a human being, you deserve the worst in the world, I hope no one hires you, remember that karma comes!!!! | Francisco Javier |
| 15 | espero que pronto te llegue el karma, que pagues todo el mal que hiciste, él es más q un actor, es un gran artista, y esto que tu le inventaste, a él le va a servir para renacer y seguir triunfando!! y tu, vil basura te irás desapareciendo..... | Spanish | I hope that karma will come to you soon, that you pay for all the evil you did, he is more than an actor, he is a great artist, and what you invented for him will help him to be reborn and continue to succeed!! and you vile trash will disappear | Miroslava SC |
| 16 | #amberheard4prison | German | #amberheard4prison | Vaughn Milhouse |
| 17 | solo digo que ojalá te llegue el karma y te llegue el doble | Spanish | I'm just saying that I hope karma comes to you and it comes to you twice as much | Ciel Cyhellth |
| 18 | ahí un karma y pronto te llegará | Spanish | there is a karma and soon it will come to you | Anyela Depp |
| 19 | ahora viene aquí a decir que nos pagaron hacemos esto por qué es lo justo, no por que nos pagaron no siempre habrá dinero entre medio para hacer justicia!!!? ojala vivas lo que jhonny esta viviendo injustamente | Spanish | now he comes here to say that they paid us we do this because it is fair, not because they paid us there will not always be money in between to do justice!!!? I hope you live what Johnny is living unfairly | Fabiola Ramírez |
| 20 | scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno. jonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more | Italian | scamber turd she doesn't know who jonny is nobody knows because it was never revealed but the lady made the biggest mistake of her life! first she will go to prison and then to hell jonny and sacred !! dear Sirs!! this is the revelation !! wanted more | Antonella Petrucci Alchemikiz |
| 21 | #amberheardshouldbeinprison!! | Luxembourgish | #amberheardshouldbeinprison!! | Manilyn Sansano |
| 22 | karma llegará 😊 | Catalan | karma will come | Zayuri Justiniano Flores |
| 23 | espero que tu carrera se venga abajo, que el karma te pegue lentamente... #justiceforjohnnydeep!!! 🔥🔥🔥🔥🔥🔥🔥 | Spanish | I hope your career falls apart, that karma slowly hits you #justiceforjohnnydeep!!! | Ivana Godoy |
| 24 | karma boo, karma. | Wolof | karma boo, karma | Jessica Lambrechts |
| 25 | karma | Sanskrit | karma | Daniella Panelli |
| 26 | el karma vive .. | Spanish | karma lives | Jeshua Guzmán |
| 27 | raquítica escuálida anoréxica lo que hiciste a jonny pagaras con el karma.😠😠😠😠 | Spanish | emaciated emaciated anorexic what you did to jonny you will pay with karma | Charlotte Ferrer |
| 28 | trash ... te va caer el karma | Spanish | trash karma will fall on you | Cristian Medina Guzman |
| 29 | justicia qué esta vieja se vaya a prisión 😠😠😠 | Spanish | justice that this old woman go to prison | Maria Eugenia Anaya Valladolid |
| 30 | puta vieja loca maldita algún día pagará todo lo que ha echo 😡 | Spanish | fucking crazy old bitch one day she'll pay for everything she's done | Zeltzin Andrade Candia |
| 31 | me parece que una mujer que miente, se burla y sobre todo maltrata no puede ser recomendable, mucho menos debería seguir trabajando en el medio, todo lo que hacemos se regresa tres veces y no nos vamos de esta vida sin antes pagar... #justiciaparajohnnydeep | Spanish | It seems to me that a woman who lies, mocks and above all mistreats cannot be recommended, much less should she continue working in the field, everything we do comes back three times and we do not leave this life without first paying #justiciaparajohnnydeep | Fan DG |
| 32 | #justiceforjohnnydepp no a la violencia hacia a los hombres no por que es mujer no será castigada por violenta y abusiva ella estuvo a restada por golpiar a su ex pareja y hermana la única culpable de ejercer violencia es amber nada más johnny es inoc…see more | Spanish | #justiceforjohnnydepp no to violence towards men not because she is a woman she will not be punished for being violent and abusive she was subtracted for beating her ex-partner and sister the only one to blame for exercising violence is amber nothing else johnny is inocsee more | Kryztina Martinez |
| 33 | i film che ho visto in cui compari sono pressoché zero e d'ora in avanti presterò molta attenzione al cast completo di ogni singola produzione warner bros e se per caso compare il tuo bel nome cestinerò il film e inviterò amici e parenti a fare altrettanto. 🇮🇹 | Italian | the films I have seen in which you appear are almost zero and from now on I will pay close attention to the complete cast of every single warner bros production and if by chance your beautiful name appears I will trash the film and invite friends and family to do the same | Engel Friedrich |
| 34 | wen soad camargo mira aquí está la desgraciada no tiene vergüenza la violencia no tiene género pero como digo el que riendo la hace llorando la paga. | Spanish | wen soad camargo look here is the wretch has no shame violence has no gender but as I say the one who laughs makes her cry pays | Eliza Snchz Fnsca |
| 35 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 36 | me das mucha pena amber yo lo aprecio mucho a johnny no se merece esto | Spanish | i feel sorry for you amber i really appreciate johnny he doesn't deserve this | Hector Rocha |
| 37 | ojalá te metan a la cárcel, dónde mereces estar | Spanish | I hope they put you in jail, where do you deserve to be | Yahir Ismael |
| 38 | q la vida t devuelva lo q mereces!!!! #justiceforjohnnydeep | Spanish | may life give you back what you deserve!!!! #justiceforjohnnydeep | Rebeca Rosales |
| 39 | las malas personas siempre tienen su merecido! tú ganaste tu tumba 😡! | Spanish | bad people always get what they deserve! you won your grave! | Ariana Valencia |
| 40 | mereces que te despidan de todos tus proyectos bruja 😡🤬 | Spanish | you deserve to be fired from all your projects witch | Jorge Baca |
| 41 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Spanish | now it turns out that deep pays so that we are all against him hahaha no one pays anyone they hate you for free 🤣 | Maykeling Valle Cruz |
| 42 | dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! | Italian | god will punish you for what you did! it is very heavily! very! Devil! | Antonella Petrucci Alchemikiz |
| 43 | maldita ojalá pagues todo lo que hiciste a jhonny depp. pudrete | Spanish | damn I hope you pay everything you did to jhonny depp fuck you | Gladysha Tsukino |
| 44 | perra asquerosa no mereces la fama que tienes ! desde colombia odiamos tu falsa imagen y amamos a jhonny das asco | Spanish | filthy bitch you don't deserve the fame you have! from colombia we hate your false image and we love jhonny das disgust | Valentina Lucy |
| 45 | cárcel para tiiiii | Indonesian | jail for you | Luna Mars |
| 46 | me das asco no soy un hackers ruso jaja locaaaaaaaa ya que el no te lo dijo eres una golpeadora maltratadora no mereces el éxito que tienes 👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎 | Spanish | you disgust me i'm not a russian hacker haha crazyaaaaaaa since he didn't tell you you're an abusive beater you don't deserve the success you have | Cristina Ortiz |
| 47 | merece morrer vagabunda | Portuguese | deserve to die bitch | Gustavo Castelli |
| 48 | sos una maldita perra y ojala la estes pagando por todo lo que hiciste. puta | Spanish | you are a damn bitch and I hope you are paying her for everything you did bitch | Cris Vega |
| 49 | calla zorra, vas a caer como el hidemburg. y tendrás lo que te mereces mala persona. | Spanish | shut up bitch, you're going to fall like hidemburg and you'll get what you deserve bad person | Sidharta Martin |
| 50 | todo el odio te lo mereces. | Spanish | all the hate you deserve it | Alex Mendoza |
| 51 | lindo casamento nas bahamas mereciam ser felizes. a glamour sempre arrazar nas boas matérias de revista super matéria comprei uma revista glamour com a cleo pires na capa talentosa atriz e cantora linda . https://revistaglamour.globo.com/.../fotos-mostram... | Portuguese | beautiful wedding in the bahamas deserved to be happy glamor always rocking good magazine articles super article i bought a glamor magazine with cleo pires on the cover talented actress and beautiful singer https:revistaglamourglobocomfotosmostram | Zayra De Souza Justo |
| 52 | ojala algun día pagues todo lo que le estas haciendo a johnny depp #justiceforjohnnydeep | Spanish | hopefully one day you will pay for everything you are doing to johnny depp #justiceforjohnnydeep | Mary Gonzalez |
| 53 | #justiceforjohnnydeep en esa foto parece que no tuvieras cuello . sabes sólo le pido a dios que te encuentres con gente igual a ti y que te hagan lo mismo que tú haces y que te de lo que te mereces se lo pido de todo corazón ya sabrás tú si eso te conviene ? | Spanish | #justiceforjohnnydeep in that photo it seems that you don't have a neck you know I only ask God that you meet people just like you and that they do to you the same thing that you do and that he gives you what you deserve I ask him with all my heart you will already know if that suits you? | Jenka Cc |
| 54 | tarde o temprano la verdad saldrá a la luz y recibirás tu merecido | Spanish | sooner or later the truth will come out and you will get what you deserve | Santiago Guadarrama |
| 55 | por que no estas en la carcel 😒 bien sabes lo que paso... ya deja tranquilo a jhonny. …see more | Spanish | why aren't you in jail you know what happened and leave jhonny alone see more | Sanchez Natz |
| 56 | aquél que daña a los inofensivos o lastima a los inocentes diez veces se castiga a sí mismo.…see more | Spanish | he who harms the harmless or hurts the innocent ten times punishes himselfsee more | Jorge Isacc Morales Alabat |
| 57 | es la peor persona que haya existido, una persona doble cara y ambiciosa. quiere terminar ar con la carrera de un gran actor que cuenta con un gran talento y es johnny depp. es una mentirosa, vividora y violenta, ya que en una de sus relaciones anteriores se dieron a conocer pruebas de que ella era quien violentaba y ahora se quiere hacer la víctima con todos los medios y con la gente, pero johnny depp no está sólo y le da coraje el ver todo el apoyo que tiene a su favor y por eso inventa que el favoritismo es porque hay una paga de por medio cuándo lo único que influye es la gran persona que a demostrado ser johnny depp. así que sin más, no recomiendo esta página ni seguir a amber heard por mentirosa. | Spanish | He is the worst person who has ever existed, a two-faced and ambitious person who wants to end the career of a great actor who has great talent and is Johnny Depp. evidence was released that she was the one who did violence and now she wants to play the victim with all the media and with the people, but johnny depp is not alone and it gives him courage to see all the support he has in his favor and for that he invents that favoritism is because there is a pay involved when the only thing that influences is the great person who has proven to be johnny depp so without further ado, I do not recommend this page or follow amber heard for being a liar | Skanya Suastegui |
| 58 | ella es una mentirosa , egoísta y está loca se aprovechó de su papel de mujer y daño a una persona inocente . no merece nada más que el desprecio total de los seguidores de aquella persona . #justicia por jhonny deep | Spanish | she is a liar, selfish and crazy she took advantage of her role as a woman and harmed an innocent person she deserves nothing more than the total contempt of that person's followers #justice for jhonny deep | Ivy Vanessa |
| 59 | esta tipa es un asco de persona, no merece el respeto de nadie. justicia para johnny depp | Spanish | this girl is a disgusting person, she doesn't deserve anyone's respect, justice for johnny depp | Diego MoBe |
df_crime.comment.value_counts().head()
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 you should be in jail 2 i am not satisfied that johnny suffered due to that cow's lies.\r\n\r\nhe's so adorable, he didn't deserve it. i'm pissed. 2 this cunt needs to go away... fuck her life for ever existing.\r\n\r\njohnny depp didn't deserve what that piece of shit woman did 2 i hope nothing but the worst for you johnny depp is my idol since my childhood he deserves nothing but they best he’s the most beautiful and handsome actor on earth to me💕💕 love you johnny 1 Name: comment, dtype: int64
df = df_crime[['comment', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | i hope nothing but the worst for you johnny depp is my idol since my childhood he deserves nothing but they best he’s the most beautiful and handsome actor on earth to me💕💕 love you johnny | Jacky Ortiz |
| 1 | oh amber heard...u just wanted attention. you lied about johnny. so happy that you are out of his life. you didn't deserve him. augh! | Sareena Sky |
| 2 | who would want to follow an evil person who abused johnny depp and plays the sympathy card. you should be held accountable for your crimes you sad person | Michelle Fieldhouse |
| 3 | as a domestic violent victim, can see through the bull shit. karma is about to bite. i wish nothing but pain and misery. | Laura Samantha |
| 4 | you are miserable. no one have to pay me to boycott you and stand for a real actor and victim as johnny! you are not even an actress, you are just a pretty face. enjoy your career funeral #justiceforjohnnydepp | Flavia Atena Cristini |
| 5 | i hope you'll get what you deserve for your shameful acts and it wouldn't be bad if you visit a psychiatrist sometimes.. | Radu M. Christian |
| 6 | you need to be imprisoned for what you've done. you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda. you have done more damage than you will likely ever accept responsibility for. | Amy Neice |
| 7 | tell me why are you not in jail ? | Harry Synytskyi |
| 8 | wouldn't it be great if he next lover actually treated how she said she was treated hell i'd even send him some money in jail just for being such a good guy | Donald Liverance |
| 9 | face it, johnny has more fans and followers than you’ll ever have... tell the truth stop destroying a man who doesn’t deserve all of this going on. | Charlotte Martin |
| 10 | hopefully your career is destroyed just as you have destroyed johnnys. your a mediocre actor and only get parts cause your easy on the eyes! while he is a true acting legend, i hope you get what you deserve you abuser! | Micaela Booysen |
| 11 | johnny depp doesn't deserve you ruining his career! he's a way better actor and human being than you!! | Samantha Hollis |
| 12 | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse. i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok. what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | Rafael C. Ballesteros |
| 13 | johnny deserved so much better. your career should be at stake. not his | Autumn White |
| 14 | you don't deserve to even look on the hollywood sign. you are ruining someones life and career, cos of your own mental illnes. | Tonjuralas Draide |
| 15 | i mean i think instead of reading your brainless tweets all of us would like to hear an apology to the actual survivors of domestic abuse and jonny himself. the shit that you pulled is the worst. i didn’t think anyone could stoop that low. i’m glad you’re getting what you deserve and don’t think for a minute that you don’t deserve it because it’s your karma. | Tailor Gokey |
| 16 | i've read every comment on amber and i know you hate her ( i don't hate her but i don't like her) but she deserves a touch of redemption. she deserves prison ( of course) but i believe there is a ( very) small chance of rehabilitation like every person in the world. | Hedrian Campbell |
| 17 | you will have to pay for the damage done to johnny deep, bad woman, go to hell. | Mariana Beatle |
| 18 | i'm against women abuse but i hope someone puts you in hospital you deserve any abuse you receive | Brandon Parker |
| 19 | bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser. if the rumor about you buying the uk judge to give you the results that you waited. u r definitely going to get fire n in prison😂 | Brianna James |
| 20 | you deserve to lose your jobs, so how you ruined jonny's life, we are going to make you pay and we will do justice. | Nadye Momsen |
| 21 | tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! | Nayd Tania Blanco Quispe |
| 22 | i´m still asking myself why you are not in jail... that´s where you belong... | Alberto Martinez Arango |
| 23 | no thanks... i don't follow abusers. you should be ashamed of yourself and all that you have done. karma will come bite you in the ass and i hope the whole world gets to see it. you're lucky he didn't put his hands on you because i would have. shame on you and everyone that thinks it's okay and think what you did wasn't wrong. i really hope you get what's coming to you. | Brittany Greene |
| 24 | what's the matter? you mad you had the best, but couldn't be the best? girl, i can't wait to see what karma has in store for you! you never deserved johnny ever! | Elizabeth Archuleta |
| 25 | pls quit your role in aquaman. u don't deserve being an actor when u ruined one of the best actors in this world | Daniel Fernández |
| 26 | she never deserved a man as johnny. he is an excelent human being, so professional. i really love him. #nomoreamberheardinhollywood | Ximena Aguilera |
| 27 | you shouldn't be playing in part of any movie neither. get her out of aquaman. she dosent deserve it. you played the victim so well, but you can't fool people for too long. you ain't no victim, and you know it. #wbpicures bring back johnny deep. …see more | Yesica Garcia Chimal |
| 28 | johnny depp doesn't deserve you! you're the worst!!! | Nicole Rillera |
| 29 | aren't you in jail yet? | Alexandria Marie |
| 30 | you’re a shame to humanity. johnny depp deserves the world and more, and you’ve taken that from him, you’ve literally taken his entire life away, i hope you one day you’ll feel exactly what you put him & countless other men through. | Ella Longdon |
| 31 | just stopping by to say i hope you get exactly what you deserve 😉 | Ryan Deal |
| 32 | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it. you take the cake lady. we are absolutely disgusted in ur lies. i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr. depp and those of us who have been abused. shame on you. | Kelly Davis |
| 33 | you such a bad actor who doesn't even deserve to be an actor | Itss Jøűđýî |
| 34 | you are a fox in sheep's clothing. you don't deserve anything, because, you are worth nothing. | Carito Chr |
| 35 | i think you should go to jail, your a disgrace to every woman that has ever been victim to domestic violence and hopefully you get your karma soon. | Melanie Frias |
| 36 | nasty human.. making false allegations is a crime and you need to be held accountable. another attention seeker jumping on the #metoo bandwagon. leave johnny alone and move on with your life :p | David Romey |
| 37 | filth of the highest caliber! you are a person who only thinks of yourself and what you can lie to get what you want and ruin innocent peoples lives and reputations. equal rights should mean you should lose jobs like depp did and be punished. . | Jeremy Smith |
| 38 | you belong in jail for abuse. as of right now your career is dead. | Jeffrey Burney |
| 39 | i hope you lose your entire career for acting like a victim, cause that's exactly what you'll be in prison | Russ Lantz |
| 40 | karma will talk to amber, too. she's evil, and besides a really lousy actress. | Katri Rytövuori |
| 41 | no one should be supporting you, you deserve nothing | Avery Lee |
| 42 | stop talking about violence if you are the one who makes it! stop your lies! be honest and say i'm sorry to all and johnny. even if you don't, i believe in karma. | Stephania Suárez |
| 43 | how about trying to be a good person and stop lying!! 😡😡😡 remember karma is real and sooner or later will get you!! | Lore Montenegro |
| 44 | karma is coming amber! you'll pay for what u did to johnny depp. you need serious medication. apology is not enough for everything you did. | Lena Fernandez |
| 45 | your the worst actress that i have saw in a movie. f u you don't deserve the handsome man johnny depp | Aaliyah Kaith O Calizo |
| 46 | karma is your worst enemy!! remember what goes around comes around. and the best one yet. the truth will always come out. 👌 | Daniel William Davies |
| 47 | i cannot stand you as a person and you may have fooled the judges, but you won't fool karma, baby. you are the worst kind of human. full stop | Kristen Globensky |
| 48 | i thank you. you should be in jail. i hope your life is full of bad karma | Angie Kaiser |
| 49 | amber your going to jail for the horrible person u are. stop lying | Maritza Lissette |
| 50 | i hope you get what you deserve... your brains on the fucking ground😁 | Sean Garcia |
| 51 | i really hope you spend some time in jail for domestic violence and lying about it.. your a sick woman who needs severe psychiatric medical treatment. | Laurie McHowell Plantamuro |
| 52 | you are one of the worst people that was ever born on this planet, your place is in a prison | Vincent Herrera |
| 53 | you’re going to fucking jail, the law doesn’t like liars. clock is ticking | John McDowall |
| 54 | just remember karma is gonna come back around and it will be beautiful for all of us when we get to see it! not so much for u tho. hopefully your karma hurts like the ***** u are | Amyst Phillips Hayes |
| 55 | maybe you should try not being a vile human. you should be in jail. | Anastasia Rocco-Jackson |
| 56 | sooo you gonna leave hollywood or nah? depp deserves his roles back, you on the other hand dont. | Autumn Rose |
| 57 | i wish i was a woman in the 21st century. you're allowed to do so much as kill your own baby if you wanted to after a little too much to drink the night before. we've heard the tapes amber, what makes you a saint exactly? must be nice. even johnny's ex wives vouched for him. i will never pay to see anything you are in ever again, mark my words. | Kendall Sanders |
| 58 | you don’t deserve to be an actress #justiceforjohnny | Ash Wheeler |
| 59 | you deserve to pay for the damage that you've done | Nadye Momsen |
df = df_crime[['comment', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | username | |
|---|---|---|
| 0 | i hope you will pay for all you did to jhonny .you are a nobody . | Lila Dove |
| 1 | #unfollowamberheard on all social media! kgo! #manbeater doesn't deserve fans or followers | Warshaa Mishra |
| 2 | maybe when you go to prison i'll consider it. lier | Mafer Core Meow |
| 3 | karma is a b*tch‼️ you will get yours sooner or later and i hope it ruins you!! | Shayna Peters |
| 4 | vas a pagar tarde o temprano el daño que estás causando. ni siquiera nunca te he conocido cómo actriz se de vos por el daño que estás causando al gran actor depp. bruja | Lupita Solis |
| 5 | you should be in prison! for trying to ruin a mans life over money! you make every women look bad. | Bj Smith |
| 6 | you're a c***. i hope you meet someone who does everything to you that you done to johnny. and when you cry out for help, i hope no one believes you. karma is good like that. and honestly, you deserve it. no wonder aquaman was shite, would of been so …see more | Kelly Sarah McCafferty |
| 7 | your acting career is garbage you will pay for what you did to jhonny | Nick Quintana |
| 8 | i'll wait for karma to get you!! | Jake R. Blaso |
| 9 | hey amber i was just passing by and i wanted to tell you i am sorry for the very bad moments you are having right now i mean you suck and you deserve all this and even more…see more | Francisco Renteria |
| 10 | you make me ill! i hope karma takes care of you swiftly. | Shar Ro |
| 11 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Richard Monzon Caceres |
| 12 | amber must be a democrat. this makes her immune from any crimes she may have committed, so she gets a free pass. most hate groups are banned from fb. | Kevin Douglas |
| 13 | thanks to you women who really in trouble are neglected, you are a shame for all women!! have the guts to resign to the aquaman 2 movie you don’t deserve the role! plus you suck!! #justiceforjohnnydepp #fireamberheard | Ros Chavez |
| 14 | no puedes predicar igualdad si no eres capaz de respetar para que te respeten. lo malo que hiciste en algún momento la vida te lo va a cobrar por dos. se llama karma... | Kat AJ |
| 15 | ya te llegará el karma ✌️ | Polo López |
| 16 | nobody cares about this crap you litterally ruined a mans career over your disgusting ego and tried to make yourself look like a victim hope your career burns frfr and i pray karma rips you a whole new one | Sherri Jones |
| 17 | you need to leave jonny alone. move on. is it because you will never be as popular as him. he will have to pay for the things he's done. so will you | Susan Crowley |
| 18 | someday, you will pay all the things that you made against johnny | Melody Sofía |
| 19 | todo lo que hiciste a johnny depp te lo sucedera karma | Alicia Nogales |
| 20 | f you you do not deserve to be in aquaman #boycott #boycottaquaman2 | Melody Beckes |
| 21 | you are a bad woman but god punish you for being such a false and bad woman that the bad thing you did to johnny depp | Dayana Camayo |
| 22 | fuck you amber heard. you are not. a woman and you never will be. you are not. a human and i dont see you becoming one. you're a horrible formation of atoms and i cant wait to see when you get what you deserve. johnny depp is the sweetest, most handsome, most amazing actor and person on this earth and you decide to abuse him!? i'm so ashamed | Kimberly Reed |
| 23 | honestly if you are a toxic bitch then i don’t know what you are. you should be ashamed of yourself. can’t believe ur parents raised you to be like this. so happy ur being removed from aqua man 2 i mean it’s a shit series anyway so🤷🏼♀️ this is why so many men are afraid to speak up. hope you go to jail hun xoxox 😘😘 | Olivia Greenstreet |
| 24 | i hope someday the karma will take good care of this gold digger | Pat Sixx |
| 25 | i would literally shit in my hands and clap before i'd put another dollar in your grimmy little pocket. #justiceforjohnny i hope you rot in prison. | Sierra Paige Gerard |
| 26 | amber should be ashamed of yourself you have no idea what domestic violence is and the crap it comes with. i hope johnny depp wins i hope karma bites ur ass. #justiceforjohnny | Morgan Andreas |
| 27 | you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still | Elsa Ansel |
| 28 | nowone loves you, you are a totaly slut and i hope that you pay for everything you thit to jhonny deep. | María Ortega |
| 29 | justice for johnny !!!! you are a liar and a mean person ... i hope karma hits you hard !!! | Yvonne Ludorff |
| 30 | @amberheard you are trash. 🗑 if you did in fact do all theae awful things you deserve to reap what you soe. | Jazy Blackbear Gray |
| 31 | you don't deserve the love you received. drop d**d. | Diana Custura-Craciun |
| 32 | you're a piece of garbage and you don't deserve a career in hollywood amber. | Frank Hurtado |
| 33 | you’re a monster and deserve the worst | Brad LaRouge |
| 34 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | Fad Drissi |
| 35 | karma is a bitch isn’t girl? | Cheryl Kopperud |
| 36 | disgusting abusing human being!! a lier and a criminal! and a lousy actress | Andres Moscoso |
| 37 | debieras de sincerarte y dejar de hacer culpable a alguien inocente, el karma existe y te va a penar siempre | Christian Marcelo Zelaya Figueroa |
| 38 | eres una mala mujer y mentirosa pero existe el karma | Lii Cii Jan |
| 39 | disgusting human being. karma's a bitch and she'll come around sooner or later. | Olibama Margaret Maestas |
| 40 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Bladimir Martinez |
| 41 | todo lo malo que le has hecho a jhonny deep la vas a pagar #justiceforjohnny | Enmanuel IC Rodríguez |
| 42 | amber heard - you utter scumbag whore how dare you insult johnny depp!!! i hope you go to prison! | Lee Tache Ting |
| 43 | can’t wait for you to go to jail scum | Micah Shane Brough |
| 44 | i hope you loose everything. you deserve the worst #boycottamberheard #justiceforjohnnydeep | Desiree Schreck |
| 45 | you should live in prison | Rachel Stocker |
| 46 | amber deserve jail time | Hung Ly |
| 47 | you get what you deserved oh yes | Dennis Kremer |
| 48 | you'll suffer, heard you'll get what you fucking deserve | Mushfiq Saikat |
| 49 | nobody cares you abuser! you make me sick! god doesn’t like ugly. may he have mercy on you but give your victims the justice they deserve. #notoliars #notodomesticviolence | Sara E Roas |
| 50 | karma will screw you !! | Sandoval Jazareth |
| 51 | remember, karma is a big mean bitch | Barb Radd |
| 52 | karma is a bitch! everyone should boycott everything your in!!! i pray that you lose everything! | Evette Nuñez |
| 53 | and you can follow your jail road | Nait Sirhc |
| 54 | trash actress. please stop performing and acting like you deserve a career you abusive hag <3 | Tj Alderson |
| 55 | karma gonna get you baddd lmao | Cole Maracle |
| 56 | karma exist!!!!! | Misha RL |
| 57 | truly hope you lose everything and live a miserable fucking life. you deserve nothing less | Diego Prats |
| 58 | johnny depp deserves better. | Sydney Young |
| 59 | i hope someone gives u what u really deserve | Paco Argueta |
crime_users = df_crime.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(crime_users.head(15), '"Crime & Jail" Top Commented Users', threshold=0, c=0)
df_crime.username.value_counts().head()
Antonella Petrucci Alchemikiz 5 Victor Ricardo Mormontoy Malpartida 3 Martim Vasconcelos 3 Desiree Schreck 2 Nick Petrillo 2 Name: username, dtype: int64
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").comment.value_counts().head(60)
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! 1 tutti i demoni li vomiterò dalla mia bocca! parola di dio! 1 scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Victor Ricardo Mormontoy Malpartida' ").comment.value_counts().head(60)
you'll go to fooking jail stoopid modar faker biatch 1 you'll go to jail stoopid biatch! 🙊 1 you'll fooking go to jail stoopid biatch 🤭🙊😂👊🏼 1 Name: comment, dtype: int64
df_comments.query(" username == 'Martim Vasconcelos' ").comment.value_counts().head(60)
good. tear her down. bring her back to the lowest level. 2 i am not satisfied that johnny suffered due to that cow's lies.\r\n\r\nhe's so adorable, he didn't deserve it. i'm pissed. 2 amber heard.....not so pretty on the inside. oh, johnny! i wish you'd stayed away from her. 1 i don't think anyone is perfect ever, but this man i swear to god, is as close to perfection as there can be ( both on the inside and out )\r\ni just adore him!!! 1 i hate this woman so much! she's a damn viper! it was a loveless marriage on her part. everything indicates that he devised a plan to destroy mr. johnny depp's successful career, a plan that consisted of getting married for a short time, asking for a d…see more 1 i am not satisfied that johnny suffered due to that cow's lies.\r\nhe's so adorable, he didn't deserve it. i'm pissed. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Manilyn Sansano' ").comment.value_counts().head(60)
#amberheardshouldbeinprison! 1 shit amber 1 #amberheardshouldbeinprison!! 1 #psychopath!!!! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Elsa Ansel' ").comment.value_counts().head(60)
you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still 1 better close it down you won't need it in jail 1 Name: comment, dtype: int64
Threat Users Contributions (All Contributions)¶
len(set(df_threat.username))
582
threat_users_list = list(df_threat.username)
df_threat_users = df_comments.query(' username == @threat_users_list ')
print(f'{df_threat_users.shape[0]} contributions, made by {df_threat_users.username.nunique()} Users, In {df_threat_users.language.nunique()} Languages')
df_threat_users.head(2)
811 contributions, made by 582 Users, In 35 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 10 | Michealie McDowell | my son's father beat me so badly while i was p... | post0_comment | NaN | NaN | NaN | NaN | True | my son's father beat me so badly while i was p... | English | my son's father beat me so badly while i was p... |
| 15 | Jacky Ortiz | i hope nothing but the worst for you johnny de... | post0_comment | NaN | NaN | NaN | NaN | True | i hope nothing but the worst for you johnny de... | English | i hope nothing but the worst for you johnny de... |
df_threat_users.type.value_counts()
post0_comment 369 Not Recommend 100 post4_comment 89 post1_comment 72 post2_comment 70 post3_comment 61 post5_comment 50 Name: type, dtype: int64
helpers.barh(df_threat_users.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language',
'language': 'Count'}).head(15),
'Languages Used in Threat Users Contributions (All Contributions)', threshold=0, c=0)
df_threat_users.language.value_counts()
English 604 Spanish 119 Manx 10 Afrikaans 9 Norwegian 7 un 7 Italian 6 French 4 Portuguese 4 Danish 4 German 3 Catalan 3 Sanskrit 3 Luxembourgish 2 Welsh 2 Dutch 2 Chinese 2 Wolof 2 Galician 2 Shona 1 Guarani 1 Breton 1 Javanese 1 Sinhala 1 Scots 1 Maltese 1 Swahili 1 Quechua 1 Interlingue 1 Kalaallisut 1 Xhosa 1 Indonesian 1 Albanian 1 Serbian 1 Japanese 1 Name: language, dtype: int64
df = df_threat_users.groupby('username').agg({'comment':'count'}).reset_index(
).rename(columns={'comment':'ncomments'})
print(df.shape)
df.sort_values('ncomments', ascending=False).head(15)
(582, 2)
| username | ncomments | |
|---|---|---|
| 213 | Ines Seni | 19 |
| 535 | TiaAnna Ann | 15 |
| 454 | Princess Cobain Hendrix | 9 |
| 369 | Martim Vasconcelos | 8 |
| 368 | Marthita Sosa | 7 |
| 483 | Samantha Elizabeth | 7 |
| 42 | Antonella Petrucci Alchemikiz | 6 |
| 480 | Sally N. Pumaleque Incalla | 6 |
| 366 | Maritza Lissette | 5 |
| 55 | Ayaris Etherea | 5 |
| 416 | Natalia Burbano Trujillo | 5 |
| 317 | Laura Pestoni | 5 |
| 149 | Elaena Rodgers | 5 |
| 422 | NiNi Green | 4 |
| 126 | DeWet Ras | 4 |
df_comments.query(" username == 'Ines Seni' ").comment.value_counts().head(60)
amber heard admits it! johnny depp secret recording released! https://www.youtube.com/watch?v=8o4fsjkvfoc&t=142s 3 amber heard to johnny depp: 'i do remember, i did mean to hit you' https://www.youtube.com/watch?v=w9d6x3vadbw 2 regarding the poop-gate incident:\r\n1. she blames the dogs\r\n2: she tells a manager that it was a practical joke…see more 2 details on amber heard's domestic abuse arrest revealed https://www.youtube.com/watch?v=81mnraxlbee as many of you might know by now, amber heard has a reported history of domestic violence. including a time when she was arrested for allegedly assaulting her ex wife tasya van ree at seattle tacoma international airport in 2009. now the details of the incident are finally getting attention in the media 2 amber has gotten cheek fillers, tear trough fillers (under the eyes) and lip injections which causes bruising and sometimes swelling. i believe if they could get her records they could prove that it was done when she took those photos so that then she…see more 2 the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship. their texts seems to go in that direction. 2 the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like s…see more 1 johnny depp is lucky to get away alive, it was only a matter of time before she kills him. amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... 1 amber heard called a piece of human garbage outside the court https://www.youtube.com/watch?v=fpah0o4bdy0 1 amber heard with history of violence against ex wife details on amber heard's domestic abuse arrest revealed https://www.youtube.com/watch?v=81mnraxlbee as many of you might know by now, amber heard has a reported history of domestic violence. includin…see more 1 amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... 1 constant instigator that always faults everybody else amber heard to johnny depp: 'i do remember, i did mean to hit you' https://www.youtube.com/watch?v=w9d6x3vadbw 1 Name: comment, dtype: int64
df_comments.query(" username == 'TiaAnna Ann' ").comment.value_counts().head(60)
i truly wish the worst for you 1 as for many other 1 and here you are 1 i hate you. everyone hates you. 1 cries wolf 1 now we’re all bad 1 i hate you 1 i truly do 1 you make women look bad 1 or the wrong person catches you on a bad day 1 it’s hard enough for us to get recognition 1 always looks like you smelled a fart 1 i literally cannot wait for you to go to jail 1 wtf is up with your under bite my dude ? 1 thanks amber. if i’m ever abused by a man, you raised the statistic so help is less likely to be there. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Princess Cobain Hendrix' ").comment.value_counts().head(60)
youre mouth is bigger than your entire career!!! thats real!! youre a pathetic helpless bitch!!!!! youre mouth is bigger than your entire career!!! thats real!! youre a pathetic helpless bitch!!!!!youre mouth is bigger than your entire career!!! thats …see more 2 i wanna beat you up. too.. 1 nobodyeee likes you!!!!!! 1 nobodyeee cares!!!!!!!!! fk off!!!!!! 1 i never heard of you until johnny and now youre really a nobodyee bitch.. rot in hollywood hellllllll 1 i hope youre never casted again 1 zero likes 1 ppl still do fb they just really hate you 1 Name: comment, dtype: int64
df_comments.query(" username == 'Martim Vasconcelos' ").comment.value_counts().head(60)
good. tear her down. bring her back to the lowest level. 2 i am not satisfied that johnny suffered due to that cow's lies.\r\n\r\nhe's so adorable, he didn't deserve it. i'm pissed. 2 amber heard.....not so pretty on the inside. oh, johnny! i wish you'd stayed away from her. 1 i don't think anyone is perfect ever, but this man i swear to god, is as close to perfection as there can be ( both on the inside and out )\r\ni just adore him!!! 1 i hate this woman so much! she's a damn viper! it was a loveless marriage on her part. everything indicates that he devised a plan to destroy mr. johnny depp's successful career, a plan that consisted of getting married for a short time, asking for a d…see more 1 i am not satisfied that johnny suffered due to that cow's lies.\r\nhe's so adorable, he didn't deserve it. i'm pissed. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Marthita Sosa' ").comment.value_counts().head(60)
#deathtoamberheard 3 destroyed part of the life of a great actor lied and others is a reverent shame as recommend to such people .. shame and a bit of disgust that god have mercy on his soul .. 2 fuck you #deadamberheard 1 #justiceforjohnnydepp #deathamberheard 1 Name: comment, dtype: int64
df_comments.query(" username == 'Samantha Elizabeth' ").comment.value_counts().head(60)
#justiceforjonnydepp 5 man beater 1 i stand with johnny. you are a pathetic excuse of a woman. the lies you have told are an insult to those who have actually suffered domestic abuse. if anyone was abused its johnny by you. rot in hell amber!\r\n#justiceforjohnny\r\n#johnnydeppisinnocent\r\n#downwithamberheardslies ...\r\nsee more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").comment.value_counts().head(60)
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! 1 tutti i demoni li vomiterò dalla mia bocca! parola di dio! 1 scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").translated.value_counts().tail(1)
scamber turd she doesn't know who jonny is nobody knows because it was never revealed but the lady made the biggest mistake of her life! first she will go to prison and then to hell jonny and sacred !! dear Sirs!! this is the revelation !! wanted more 1 Name: translated, dtype: int64
df_comments.query(" username == 'Sally N. Pumaleque Incalla' ").comment.value_counts().head(60)
#justiceforjohnnydepp\r\n#johnnydeppisinnocent #johnnydeppismygrindelwald 2 #justiceforjohnnydepp\r\n#johnnydeppisinnocent\r\n#minamata…see more 1 #justiceforjohnnydepp\r\n#johnuary\r\n#johnnydeppisinnocent 1 #justiceforjohnnydepp\r\n#johnnydeppisinnocent #johnnydeppismygrindelwald\r\n#johnnydeppismyjacksparrow 1 #justiceforjohnnydeep. esta mujer es una arpia, viendo los videos y grabaciones esta claro que ella lo maltrataba #amberheardisanabuser a mi nadie me está pagando por decir esto claramente ella está mal de la cabeza y como es que sigue normal con su trabajo en el cine ella es un mal ejemplo!! con esos antecedentes que tiene #johnnydeppisinnocent #boycottaquaman2 1 Name: comment, dtype: int64
df_comments.query(" username == 'Sally N. Pumaleque Incalla' ").translated.value_counts().tail(1)
#justiceforjohnnydeep this woman is a harpy, seeing the videos and recordings it is clear that she mistreated him #amberheardisanabuser no one is paying me to say this clearly she is out of her mind and how is she still normal with her work in the cinema is a bad example! with that background that she has #johnnydeppisinnocent # boycottaquaman2 1 Name: translated, dtype: int64
df_comments.query(" username == 'Maritza Lissette' ").comment.value_counts().head(60)
amber your going to jail for the horrible person u are. stop lying 1 btw why are u counter suing depp cause u think he hired people to hate u.? that's absurd! you did that by yourself. the truth came out. leave him alone. stop abusing please! everyone that tells u how horrible u are behaving and etc are people who see r…see more 1 amber turd! 1 abuser!!!!!!!! liar!!!! 1 yuck! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Ayaris Etherea' ").comment.value_counts().head(60)
la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 Name: comment, dtype: int64
df_comments.query(" username == 'Ayaris Etherea' ").translated.value_counts().head(60)
she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more 5 Name: translated, dtype: int64
df_comments.query(" username == 'Natalia Burbano Trujillo' ").comment.value_counts().head(60)
🤢🤢🤢🤢🤢🤢 1 mucha 🐶 hpta\r\nmuera c 1 😷🤮🤢😷😷🤢😷🤢🤮🤢😷🤢🤮🤮 1 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 1 u suckkkkkkkkkk 🤢🤢🤢 1 Name: comment, dtype: int64
df_comments.query(" username == 'Laura Pestoni' ").comment.value_counts().head(60)
she'll be in hell, where she belongs 1 gold digging evil ugly person 1 you evil, ugly witch. i hope you rot in hell 1 skank 1 evil bitch...karma...just remember. karma is a bitch, and so are you 1 Name: comment, dtype: int64
df_comments.query(" username == 'Elaena Rodgers' ").comment.value_counts().head(60)
you should be in prison for domestic violence you grimy conniving ass bitch 🐍🐍🐍 1 you need to get another nose job amber, it's getting bigger. you lying ass pinocchio looking ass hoe. 1 https://youtu.be/yhnwe1kuyce 1 you should walk outdoors more often, preferably in wuhan china. 1 you're a grimy lying hoe 1 Name: comment, dtype: int64
df_comments.query(" username == 'NiNi Green' ").comment.value_counts().head(60)
hope you burn in hell you dirty bitch 1 no one wants to find you. fuck off outta here you dirty cunt 1 wish there was a 🤢 reaction\r\nurrrrrrrrrrr. your so ugly, inside and out. 1 you’ve got ted bundy eyes. dirty psychopath. 1 Name: comment, dtype: int64
df_comments.query(" username == 'DeWet Ras' ").comment.value_counts().head(60)
why don't you just stop acting in real life as well and man up....i really hate you 1 i think i speak the truth if i say xl9se to a billion people hate you 1 you will get what you deserve you.... 1 how long until we never have too see her again? 1 Name: comment, dtype: int64
df_threat_users.comment.value_counts().head(10)
#justiceforjonnydepp 5 go to hell 5 la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 die 4 amber heard admits it! johnny depp secret recording released! https://www.youtube.com/watch?v=8o4fsjkvfoc&t=142s 3 #deathtoamberheard 3 don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 kys 3 #justiceforjohnnydepp #deathamberheard 3 #fuckamberheard 3 Name: comment, dtype: int64
# df_threat_users.comment.value_counts()[60:].head(60)
Same repeated comments in youtube analysis
df_victim = df_comments[df_comments.comment.str.contains('not a victim')]
print(f'{df_victim.shape[0]} contributions, made by {df_victim.username.nunique()} Users')
df_victim[['comment', 'language','translated', 'username']]
6 contributions, made by 6 Users
| comment | language | translated | username | |
|---|---|---|---|---|
| 397 | “they won’t believe you, because you’re a man”... | English | “they won’t believe you, because you’re a man”... | Sebastian Sanchez |
| 422 | "they won't believe you, because you're a man.... | English | they won't believe you, because you're a man a... | Zack Dean |
| 578 | you are not a victim. | English | you are not a victim | Norman Foster Warmington |
| 870 | “they won't believe you, because you're a man”... | English | “they won't believe you, because you're a man”... | Lee Weaver |
| 2896 | you’re an abuser not a victim | English | you’re an abuser not a victim | Adrianna Jean |
| 5136 | plead guilty to johnny depp and the world. you... | English | plead guilty to johnny depp and the world you'... | Katya Kapitonova |
victim_users = df_victim.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(victim_users.head(15), '"not a victim" Top Commented Users', threshold=0, c=0)
NOTE: All these users only commented with "not a victim" comments!!!
df_victim.username.value_counts().head()
Sebastian Sanchez 1 Zack Dean 1 Norman Foster Warmington 1 Lee Weaver 1 Adrianna Jean 1 Name: username, dtype: int64
df_comments.query(" username == 'Sebastian Sanchez' ").comment.value_counts().head()
“they won’t believe you, because you’re a man”\r\n-amber heard\r\nshe is not a victim. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Zack Dean' ").comment.value_counts().head()
"they won't believe you, because you're a man." -amber heard\r\nshe's not a victim. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Norman Foster Warmington' ").comment.value_counts().head()
you are not a victim. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Lee Weaver' ").comment.value_counts().head()
“they won't believe you, because you're a man” - amber heard to johnny depp after attempting to critically injure him\r\n\r\nyou are not a victim. 1 Name: comment, dtype: int64
df_comments.query(" username == 'Adrianna Jean' ").comment.value_counts().head()
you’re an abuser not a victim 1 Name: comment, dtype: int64
Hate-Speech Comments¶
len(neg_text)
167
print(f'{df_hate.shape[0]} contributions, made by {df_hate.username.nunique()} Users, In {df_hate.language.nunique()} Languages')
df_hate.head(2)
2244 contributions, made by 1999 Users, In 56 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 3 | William Mcneillie | 😂 what's next in your game plan? blame arthur ... | post0_comment | NaN | NaN | NaN | NaN | True | what's next in your game plan? blame arthur c... | English | what's next in your game plan? blame arthur c... |
| 5 | Joy Bonassoli | i think you should apologize!\r\nyou tried to ... | post0_comment | NaN | NaN | NaN | NaN | True | i think you should apologize! you tried to des... | English | i think you should apologize! you tried to des... |
df_hate_others = df_hate[df_hate.language != 'English']
print(f'{df_hate_others.shape[0]} contributions, made by {df_hate_others.username.nunique()} Users, In {df_hate_others.language.nunique()} Languages')
df_hate_others.head(2)
559 contributions, made by 518 Users, In 55 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 120 | Mishel Judit Quisocala Condori | aquí desde perú nadie te quiere volver a ver, ... | post0_comment | NaN | NaN | NaN | NaN | True | aquí desde perú nadie te quiere volver a ver, ... | Spanish | here from peru no one wants to see you again, ... |
| 156 | Nayd Tania Blanco Quispe | tarde o temprano llegará la hora de pagar todo... | post0_comment | NaN | NaN | NaN | NaN | True | tarde o temprano llegará la hora de pagar todo... | Spanish | Sooner or later the time will come to pay for ... |
df_hate.language.value_counts()
English 1685 Spanish 311 un 62 Portuguese 24 Danish 12 Manx 12 German 9 Afrikaans 9 Maltese 8 Indonesian 8 French 6 Latin 6 Welsh 6 Italian 6 Interlingue 6 Wolof 5 Sinhala 4 Sanskrit 4 Dutch 4 Galician 4 Norwegian 3 Basque 3 Swahili 3 Breton 3 Catalan 3 Chinese 2 Czech 2 Luxembourgish 2 Russian 2 Norwegian Nynorsk 2 Quechua 2 Uzbek 2 Aymara 1 zzp 1 Vietnamese 1 Slovak 1 Kalaallisut 1 Shona 1 Turkish 1 Finnish 1 Faroese 1 Albanian 1 Romansh 1 Polish 1 Cebuano 1 Scots 1 Japanese 1 Estonian 1 Javanese 1 Tongan 1 Serbian 1 Klingon 1 Guarani 1 Bislama 1 Zhuang 1 Maori 1 Name: language, dtype: int64
hate_others_users = df_hate_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(hate_others_users.head(15), '"Hate-Speech" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_hate_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Spanish | here from peru no one wants to see you again, we want to see you destroyed as well as destroy our great captain | Mishel Judit Quisocala Condori |
| 1 | tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! | Spanish | Sooner or later the time will come to pay for all the evil that one does! | Nayd Tania Blanco Quispe |
| 2 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | German | the alleged proof photo is just ridiculous! anyone who has had a hard day could be photographed like that, i would agree with jonny d on true greatness and show that i have character in my body and not act like an offended girl in a bitch shed, like in kindergarten, oh sorry they have more crabs | Katharina Schäfer |
| 3 | #justiceforjohnnydepp no a la violencia hacia a los hombres no por que es mujer no será castigada por violenta y abusiva ella estuvo a restada por golpiar a su ex pareja y hermana la única culpable de ejercer violencia es amber nada más johnny es inoc…see more | Spanish | #justiceforjohnnydepp no to violence towards men not because she is a woman she will not be punished for being violent and abusive she was subtracted for beating her ex-partner and sister the only one to blame for exercising violence is amber nothing else johnny is inocsee more | Kryztina Martinez |
| 4 | yo no soy fan de johnny depp pero, no estoy de acuerdo en que sigan en la película aquaman, eres violenta y usas que existe el movimiento feminista a tu favor, eso no está padre. | Spanish | I am not a fan of johnny depp but, I do not agree that they continue in the movie aquaman, you are violent and you use that the feminist movement exists in your favor, that is not cool | Jany CN |
| 5 | es en serio q hay gente tan estupida para seguir a esta mujer no sabia quien era hasta q la vi en aquaman y cualquiera puede interpretar ese papel pero johnny depp es unico | Spanish | it's serious that there are people so stupid to follow this woman I didn't know who she was until I saw her in aquaman and anyone can play that role but johnny depp is unique | Kc Anderson |
| 6 | aunque no te gusta y no quieras johnny depp va estar aun mucho mejor sin ti y no creas que te saliste con la tuya bitch | Spanish | even if you don't like it and don't want to johnny depp it will be even better without you and don't think you got away with it bitch | Madeleinne Palacios |
| 7 | no hay palabras que mejor te describan que doble cara.... jusgaste a ser voz de las victimas y eras una de los y la muchas que maltrataban... ascooooo de persona | Spanish | there are no words that best describe you that double face you judged to be the voice of the victims and you were one of the many who mistreated disgusting people | Maria Jaime Perez |
| 8 | a mí nadie me ha pagado para firmar por su despido, yo lo hago gratis. | Spanish | nobody has paid me to sign for their dismissal, I do it for free | Martinez Nana |
| 9 | tu y la panini deben de irse agarraditas dela mano al infierno son tal para cual hjsdp | Spanish | you and the panini must go hand in hand to hell they are such for which hjsdp | Abby's Burgers |
| 10 | nadie mire sus películas, nadie mire aquaman | Spanish | nobody watch his movies, nobody watch aquaman | Ar An Melgar |
| 11 | tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona | Spanish | you are the reason a man can help kill a woman without ever having killed anyone | K̶e̶v̶i̶n̶ Tomas Martinez Barra |
| 12 | vas a pagar tarde o temprano el daño que estás causando. ni siquiera nunca te he conocido cómo actriz se de vos por el daño que estás causando al gran actor depp. bruja | Spanish | sooner or later you are going to pay for the damage you are causing i have never even met you as an actress i know of you for the damage you are causing to the great actor depp witch | Lupita Solis |
| 13 | violencia es violencia. sea el género que sea. y en esto caso, la violentadora es una mujer. | Spanish | violence is violence regardless of gender and in this case, the perpetrator is a woman | Citlaa Ga |
| 14 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Spanish | nobody supports you, we are all against you and supporting jonnhy who would never do those stupid things of yours: | Danétt Morales |
| 15 | yo se que no me van a entender pero me vale madre. dejen de defender a un violentador. eu dense cuenta defienden que no exista racismo. pero sexismo ¿si? ¿que pedo con ustedes neta? dicen ser el país más avanzado del mundo pero en pensamiento son unos retrógradas | Spanish | I know you're not going to understand me, but I don't care, stop defending a violent aggressor, take note, they defend that there is no racism but sexism, yes? what fart with you net? They claim to be the most advanced country in the world but in thought they are retrograde | Sandy Castrejon |
| 16 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 17 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Spanish | do you think you would exist if johnny had not made you his wife? don't be so stupid, without him you are nobody you have no shame, the money runs out and don't think you will have a good life, getting money the easy way #justiceforjohnnydeep | Karinita Davila |
| 18 | la repudio tanto como a merino!!! simple ... no se puede abusar de su condición de mujer para victimizarse | Spanish | I repudiate her as much as merino!!! You simply cannot abuse your status as a woman to victimize yourself | Lesly Ortiz Cuadros |
| 19 | nadie ha pagado una campaña contra ti amber, simplemente te odiamos 😁 | Spanish | no one has paid for a campaign against you amber we just hate you | Sonia Ascencio |
| 20 | jhonny deep es y siempre será grindelwald..!!! #justiceforjohnnydeep #potterheadsupportsjonny #amberheardbitch | Spanish | jhonny deep is and always will be grindelwald!!! #justiceforjohnnydeep #potterheadsupportsjonny #amberheardbitch | Roscibel Leiv |
| 21 | las mujeres luchamos por las mujeres, pero sin duda nadie pondría un dedo al fuego por ti. | Spanish | women fight for women, but no one would put a finger in the fire for you | Valita Espejo |
| 22 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Spanish | shut up you are a liar of the worst that exists but remember sooner or later you are going to pay remember | Richard Monzon Caceres |
| 23 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until tiredsee more | Ayaris Etherea |
| 24 | a nadie le importa | Spanish | nobody cares | Carolina Quintero |
| 25 | abusadora, quieres manchar a un gran hombre pero sabes algo el tiene muchos fans que lo apoyan más que a ti... así como se inició una petición para no tenerte en aquaman 2 se puede hacer otra para limpiar el nombre de un gran hombre como johnny depp que en mala hora se topó contigo 😡😡😡😡😡😡😡 | Spanish | abuser, you want to stain a great man but you know something he has many fans who support him more than you just as a petition was started not to have you in aquaman 2 another can be made to clear the name of a great man like johnny depp who in bad time he ran into you | Nikky Mena |
| 26 | no puedes predicar igualdad si no eres capaz de respetar para que te respeten. lo malo que hiciste en algún momento la vida te lo va a cobrar por dos. se llama karma... | Spanish | you cannot preach equality if you are not able to respect so that they respect you the bad thing you did at some point life is going to charge you for two it is called karma | Kat AJ |
| 27 | ya te llegará el karma ✌️ | Catalan | karma will come to you ✌ | Polo López |
| 28 | nadie aquí viene a apoyarte | Spanish | nobody here comes to support you | Ira Isi |
| 29 | ahora resulta q deep paga para q todos estemos en su contra jajajaa ... nadie paga a nadie te odian de gratis 🤣😂 | Spanish | now it turns out that deep pays so that we are all against him hahaha no one pays anyone they hate you for free 🤣 | Maykeling Valle Cruz |
| 30 | гори в аду ембер блядддь | Serbian | burn in hell ember damn | Vladislav Goncharenko |
| 31 | todo lo que hiciste a johnny depp te lo sucedera karma | Spanish | everything you did to johnny depp karma will happen to you | Alicia Nogales |
| 32 | bonjour gold digger | French | hello gold digger | Jean Yves Francois Jacquin |
| 33 | eres una agresora y eso ya lo sabe el mundo... ahora exigimos justicia por depp y no nos cansaremos de pedirlo... #justiceforjohnnydepp. #amberheardtheabuser... | Spanish | you are an aggressor and the world already knows that now we demand justice for depp and we won't get tired of asking for it #justiceforjohnnydepp #amberheardtheabuser | Brenda Sofia Amado |
| 34 | muy lamentable tus acciones en contra de tan grande artista como johnny depp más bien tu deverias ser la que pierda tu papel como mera, ya no que cualquiera podría hacer mejor que tu, en cambio no hay nadie más que pueda hacer los papeles de jonny depp ya que la esencia de los personajes que interpreta son realmente únicos. #justiceforjohnnydeep | Spanish | very unfortunate your actions against such a great artist like johnny depp rather you should be the one to lose your role as mere, not that anyone could do better than you, instead there is no one else who can play the roles of jonny depp since the essence of the characters he plays are really unique #justiceforjohnnydeep | Shirley Corani |
| 35 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 36 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Spanish | heartless bitch!!!! you just grabbed jd as a platform to get fame and now you're sinking all by yourself because of your fallacies towards him!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 37 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | French | I wish you prison no class eat in the middle of a trial it sets the tone for you bitch i hope you go on jail! | Fad Drissi |
| 38 | la violenta era ella #bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanc…see more | Spanish | she was violent #bizarro cut off his finger, burned his face with a cigarette, threw away his medications, hit him with the door, threw everything he could at his head, hit him, kicked him, spit on him , mocked and insulted until exhaustioncsee more | Maria Eugenia Vasquez |
| 39 | debieras de sincerarte y dejar de hacer culpable a alguien inocente, el karma existe y te va a penar siempre | Spanish | you should be honest and stop making someone innocent guilty, karma exists and it will always hurt you | Christian Marcelo Zelaya Figueroa |
| 40 | eres una mala mujer y mentirosa pero existe el karma | Spanish | you are a bad woman and a liar but there is karma | Lii Cii Jan |
| 41 | fuck amber | un | fuck amber | Jaroslav Vobornik |
| 42 | por mujeres como tú muchos hombres pasan infiernos, ojalá te quedaras tú sin trabajo | Spanish | for women like you many men go through hell, I wish you would stay without a job | Marilupe Baena |
| 43 | mentirosa, abusadora, cómo puedes seguir tu vida normal sin pedir disculpas ni hacer público tú engaño? | Spanish | liar, abuser, how can you continue your normal life without apologizing or making your deception public? | Liliana Carolina Lara |
| 44 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Spanish | neither with all the money you took from jhonny, nor with all the humiliation you made him go through, you will never be happy in life, there is a karma and you will see it soon psychopath | Bladimir Martinez |
| 45 | todo lo malo que le has hecho a jhonny deep la vas a pagar #justiceforjohnny | Spanish | you're going to pay for everything bad you've done to jhonny deep #justiceforjohnny | Enmanuel IC Rodríguez |
| 46 | te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! | Spanish | I would have you close I would break your ovaries with a single kick, filth, I hope you rot before you die! | Delby Hatun |
| 47 | ✨die✨ | Afrikaans | the | Mimi May |
| 48 | #fuckamberheard | un | #fuckamberheard | Jeff Bolt |
| 49 | #istandwithjohnnydepp #fuckamberheard | un | #istandwithjohnnydepp #fuckamberheard | Amanda Powell Fleming |
| 50 | fuck off. | un | fuck off | Jay Afanador |
| 51 | dipshit | Uzbek | dipshit | Miikka Kristian |
| 52 | kys | Manx | kiss | Jaime André Becerra |
| 53 | #fuckamberturd | un | #fuckamberturd | Laci Shiann Mack |
| 54 | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Violeta López Estrada |
| 55 | fuck off | un | fuck off | Sebastian Karimian |
| 56 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Drishka Manilall |
| 57 | fuck off | un | fuck off | Charlie Wallis |
| 58 | nadie te quiere | Spanish | nobody loves You | Katherine Riaño |
| 59 | wla kme fucky | un | wla kme fucky | Zhian Chris |
df_hate.comment.value_counts().head(20)
fuck you 14 abuser 12 fuck you amber 8 #fuckamberheard 8 bitch 8 #cancelamberheard 6 amber turd 6 #amberheardisanabuser 6 you are completely crazy. they should lock you up in an asylum and leave you there for the rest of your miserable life😡😡💩💩 5 perra 5 la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 liar 5 #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard\r\n#fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberhe…see more 5 fuck you!! 5 fuck you bitch 5 go to hell 5 https://www.change.org/.../dc-entertainment-remove-amber... 5 die 4 bitch. 4 she needs help. and not the kind of help a husband can give. life long serious psychiatric help, psychotherapy and medication. that's the thing with abusers they always want to be in control and if there's nobody there they are not in control. they ta…see more 4 Name: comment, dtype: int64
df = df_hate[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | 😂 what's next in your game plan? blame arthur curry for slapping you with a fish across your face? i've been abused for 14 yrs of my childhood life by my biological mother and yet i didn't turn out like her. i've learned how to help other's and try to …see more | English | what's next in your game plan? blame arthur curry for slapping you with a fish across your face? i've been abused for 14 yrs of my childhood life by my biological mother and yet i didn't turn out like her i've learned how to help other's and try to see more | William Mcneillie |
| 1 | i think you should apologize! you tried to destroy a person and made fun of thousands, maybe millions of people who are the victims. | English | i think you should apologize! you tried to destroy a person and made fun of thousands, maybe millions of people who are the victims | Joy Bonassoli |
| 2 | it's hard enough for an abused person to come forward.... and one of the fears is not being believed, and the unforseen aftermath that comes after. falsely accusing someone of being abusive just makes it the more harder for anyone else to come forward…see more | English | it's hard enough for an abused person to come forward and one of the fears is not being believed, and the unforseen aftermath that comes after falsely accusing someone of being abusive just makes it the more harder for anyone else to come forwardsee more | Cesca Emilia |
| 3 | my son's father beat me so badly while i was pregnant he almost killed my child and myself. i'm listening to you berate him and tell at him and cuss at him on these tapes. he can't even get a word in. you should have been thankful he always walked away…see more | English | my son's father beat me so badly while i was pregnant he almost killed my child and myself i'm listening to you berate him and tell at him and cuss at him on these tapes he can't even get a word in you should have been thankful he always walked awaysee more | Michealie McDowell |
| 4 | i hope nothing but the worst for you johnny depp is my idol since my childhood he deserves nothing but they best he’s the most beautiful and handsome actor on earth to me💕💕 love you johnny | English | i hope nothing but the worst for you johnny depp is my idol since my childhood he deserves nothing but they best he’s the most beautiful and handsome actor on earth to me love you johnny | Jacky Ortiz |
| 5 | she owes the #metoo movement an apology. she put herself out there as a survivor of domestic abuse. she even spoke at a rally last week. she needs alot of medication. she needs to come clean about the situation and let this man live his best life. i …see more | English | she owes the #metoo movement an apology she put herself out there as a survivor of domestic abuse she even spoke at a rally last week she needs alot of medication she needs to come clean about the situation and let this man live his best life i see more | Alexis Conley |
| 6 | jonny depp was labeled as a woman abuser. he was fired from a lucrative franchise, lost millions and had his reputation damaged beyond measure. listening to the audio that’s been recently released, clearly shows that amber herd was the violent one from…see more | English | jonny depp was labeled as a woman abuser he was fired from a lucrative franchise, lost millions and had his reputation damaged beyond measure listening to the audio that’s been recently released, clearly shows that amber herd was the violent one fromsee more | Liam Heatley |
| 7 | serial domestic abuser warning!!!!! | English | serial domestic abuser warning!!!!! | Kailey Farrell |
| 8 | have always been a fan of johnny depp despite his issues. amber heard however always left a sour taste in my mouth. she is the classic example of a narcissist. they will engage in the behavior then point the finger and blame the other. sad. sad indeed that johnny fell victim to this. the truth always comes out. always. | English | have always been a fan of johnny depp despite his issues amber heard however always left a sour taste in my mouth she is the classic example of a narcissist they will engage in the behavior then point the finger and blame the other sad sad indeed that johnny fell victim to this the truth always comes out always | Michelle Reynolds-Golda |
| 9 | appaling the level of trolling this woman has to suffer. this is how society reacts in most cases, by acusing her of lying and by undermining her. you don’t believe her? i don’t get it as there is a video where you can see the way he behave with her. stop the abuse. shame on you. #ibelieveyouamber | English | appaling the level of trolling this woman has to suffer this is how society reacts in most cases, by acusing her of lying and by undermining her you don’t believe her? i don’t get it as there is a video where you can see the way he behave with her stop the abuse shame on you #ibelieveyouamber | Pilar Narvaez |
| 10 | i find it maddening that a woman can accuse a man and play the victim to ruin his life, and can be arrested for assaulting another woman in 2009 and somehow still be some champion of abused women. you can't have it both ways. i wish more people looke…see more | English | i find it maddening that a woman can accuse a man and play the victim to ruin his life, and can be arrested for assaulting another woman in 2009 and somehow still be some champion of abused women you can't have it both ways i wish more people lookesee more | Amy Rossetti |
| 11 | amber heard name will be known forever as a disgrace for abused women. shame on you! | English | amber heard name will be known forever as a disgrace for abused women shame on you! | Kate Vernile |
| 12 | fuck you amber heard | English | fuck you amber heard | Rhiannon Gallimore |
| 13 | boycott amber heard!!!!!!!! | English | boycott amber heard!!!!!!!! | Joanne Straka |
| 14 | it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes. what makes it even more disgusting is that you’re actually an abuser. no shame. | English | it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes what makes it even more disgusting is that you’re actually an abuser no shame | Megan Gallo |
| 15 | oh amber heard...u just wanted attention. you lied about johnny. so happy that you are out of his life. you didn't deserve him. augh! | English | oh amber heardu just wanted attention you lied about johnny so happy that you are out of his life you didn't deserve him augh! | Sareena Sky |
| 16 | who would want to follow an evil person who abused johnny depp and plays the sympathy card. you should be held accountable for your crimes you sad person | English | who would want to follow an evil person who abused johnny depp and plays the sympathy card you should be held accountable for your crimes you sad person | Michelle Fieldhouse |
| 17 | as a domestic violent victim, can see through the bull shit. karma is about to bite. i wish nothing but pain and misery. | English | as a domestic violent victim, can see through the bull shit karma is about to bite i wish nothing but pain and misery | Laura Samantha |
| 18 | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter | John Jeffries |
| 19 | i kept my mouth shut untill now,amber you married a famous man much older than you in order to take his money away from him,you had sex for money,you know what that makes you,immigrates do get honest jobs,you are the last person on earth to judge people,you gave away the money because your conscious was so fucking dirty you could not sleep at night,you fucking loser. | English | i kept my mouth shut untill now,amber you married a famous man much older than you in order to take his money away from him,you had sex for money,you know what that makes you,immigrates do get honest jobs,you are the last person on earth to judge people,you gave away the money because your conscious was so fucking dirty you could not sleep at night,you fucking loser | Radulescu Carmen |
| 20 | instead of trying to justify your actions, poor judgement and wrong decisions. own up to it. admit how you lied to try and make johnny look guilty of spousal abuse so that you wouldn't have to admit that you were wrong. your actions are shameful. i am …see more | English | instead of trying to justify your actions, poor judgement and wrong decisions own up to it admit how you lied to try and make johnny look guilty of spousal abuse so that you wouldn't have to admit that you were wrong your actions are shameful i am see more | Katrina Longoria |
| 21 | i swear that you will not do any film or series anymore. fuck you. | English | i swear that you will not do any film or series anymore fuck you | Alessandro Campaiola |
| 22 | since i know neither you or mr. depp personally i can't claim that you're a liar but just know this (not that people probably haven't said this) that there are actual people who get abused everyday for real and every movie, interview, times with fans m…see more | English | since i know neither you or mr depp personally i can't claim that you're a liar but just know this not that people probably haven't said this that there are actual people who get abused everyday for real and every movie, interview, times with fans msee more | Alex Robertson |
| 23 | this woman abused her spouse and lied about it. i feel bad for johnny. the leaked audio is very disturbing! | English | this woman abused her spouse and lied about it i feel bad for johnny the leaked audio is very disturbing! | Seth-Elizabeth Irwin |
| 24 | with all that's going on in the world, hate doesn't need to continue. as a woman of domestic violence i don't appreciate you lying about being abused. this is why people that are abused don't come forward. it's the perpetrator that wins. i pray you get the help you need because clearly you are mentally unstable. tell the trutb amber. | English | with all that's going on in the world, hate doesn't need to continue as a woman of domestic violence i don't appreciate you lying about being abused this is why people that are abused don't come forward it's the perpetrator that wins i pray you get the help you need because clearly you are mentally unstable tell the trutb amber | Lana Linette Rayphole |
| 25 | so all these people are bots? we've all looked at the court documents, watched and listened to all the recordings, and finally a clearer image of who the real abuser here emerges. please get psychiatric help for narcissism. it is incurable, but meds wi…see more | English | so all these people are bots? we've all looked at the court documents, watched and listened to all the recordings, and finally a clearer image of who the real abuser here emerges please get psychiatric help for narcissism it is incurable, but meds wisee more | Scryndi Bux |
| 26 | i signed the petitions to remove you from aquaman 2 and warner bros 😊🖕🏼 | English | i signed the petitions to remove you from aquaman 2 and warner bros | Rhonda West |
| 27 | go to a womens shelter......not because you need assistance with domestic violence because we all know by now that your claims had "no basis in reality." no. you go to your nearest battered womens shelter and listen to their real life horror stories...…see more | English | go to a womens shelternot because you need assistance with domestic violence because we all know by now that your claims had no basis in reality no you go to your nearest battered womens shelter and listen to their real life horror storiessee more | Miranda Light |
| 28 | the only reason i know who you are, is because of this shit you did with depp. otherwise who the hell are you? what have you done other than abuse men? not worth my time, sadly i wish i would be able to forget who you are, but because of what you did to one of my favorite actors, who i might add is incredible human being. …see more | English | the only reason i know who you are, is because of this shit you did with depp otherwise who the hell are you? what have you done other than abuse men? not worth my time, sadly i wish i would be able to forget who you are, but because of what you did to one of my favorite actors, who i might add is incredible human being see more | Tyler Schrodt |
| 29 | #johnnydepp is my idol. you have tried and tried again to ruin his life. he is better off without you. his fan base is too big. you won’t do shit to him as too many people love him! even if you didn’t we love him! | English | #johnnydepp is my idol you have tried and tried again to ruin his life he is better off without you his fan base is too big you won’t do shit to him as too many people love him! even if you didn’t we love him! | Keely Louise Rita |
| 30 | you are miserable. no one have to pay me to boycott you and stand for a real actor and victim as johnny! you are not even an actress, you are just a pretty face. enjoy your career funeral #justiceforjohnnydepp | English | you are miserable no one have to pay me to boycott you and stand for a real actor and victim as johnny! you are not even an actress, you are just a pretty face enjoy your career funeral #justiceforjohnnydepp | Flavia Atena Cristini |
| 31 | i hope you'll get what you deserve for your shameful acts and it wouldn't be bad if you visit a psychiatrist sometimes.. | English | i hope you'll get what you deserve for your shameful acts and it wouldn't be bad if you visit a psychiatrist sometimes | Radu M. Christian |
| 32 | your the biggest joke i've ever heard of calling domestic violence against johnny when so much truth has come out on you! i support johnny depp 100% | English | your the biggest joke i've ever heard of calling domestic violence against johnny when so much truth has come out on you! i support johnny depp 100% | Lora Brumm Golden |
| 33 | you need to be imprisoned for what you've done. you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda. you have done more damage than you will likely ever accept responsibility for. | English | you need to be imprisoned for what you've done you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda you have done more damage than you will likely ever accept responsibility for | Amy Neice |
| 34 | public apology to johnny and real abused women would be appropriate. it doesn't fix the damage that you caused. | English | public apology to johnny and real abused women would be appropriate it doesn't fix the damage that you caused | Robyn Molina |
| 35 | tell me why are you not in jail ? | English | tell me why are you not in jail ? | Harry Synytskyi |
| 36 | i think you should take time and read all these comments..and then realize what your selfish money scheming actions have done...you seem to have a pattern..so who will be the next partner that cry abuse and take to court | English | i think you should take time and read all these commentsand then realize what your selfish money scheming actions have doneyou seem to have a patternso who will be the next partner that cry abuse and take to court | Kristy Appel-Charney |
| 37 | wouldn't it be great if he next lover actually treated how she said she was treated hell i'd even send him some money in jail just for being such a good guy | English | wouldn't it be great if he next lover actually treated how she said she was treated hell i'd even send him some money in jail just for being such a good guy | Donald Liverance |
| 38 | you shit on johnny depp’s bed, that is your legacy. not to mention that he had several character witnesses and nobody showed up for you because you’re just...nothing, lol. | English | you shit on johnny depp’s bed, that is your legacy not to mention that he had several character witnesses and nobody showed up for you because you’re justnothing, lol | Megan Esparsa |
| 39 | vagabond house fortunes !!!! you destroyed her career with your lies, you damaged her reputation, you are a sick woman, you still campaigned against the mistreatment of women, you made fun of women who were really mistreated. i hope you realize in time the evil you are doing and reconsider. the whole truth comes out. | English | vagabond house fortunes !!!! you destroyed her career with your lies, you damaged her reputation, you are a sick woman, you still campaigned against the mistreatment of women, you made fun of women who were really mistreated i hope you realize in time the evil you are doing and reconsider the whole truth comes out | Naya Rodríguez Barbito |
| 40 | amber, i doubt you are familiar with the term 'the language of your body is louder than the flowing words from your mouth' i have watched the video clips from court and you are way off the chart on so many different areas. your body language screams 'l…see more | English | amber, i doubt you are familiar with the term 'the language of your body is louder than the flowing words from your mouth' i have watched the video clips from court and you are way off the chart on so many different areas your body language screams 'lsee more | April Istandwithjohnny Hendry Priv |
| 41 | lies is all that comes from your mouth. one day when you need the truth to back you up, it won't be there. when this day comes i hope someone shows you some kind of mercy. because you don't have any. | English | lies is all that comes from your mouth one day when you need the truth to back you up, it won't be there when this day comes i hope someone shows you some kind of mercy because you don't have any | Myra Ducharme |
| 42 | men can also be victims of abuse not just women. you've never been abused.... if you were so called "abused" wheres the evidence oh wait theres not any.... only evidence thats there is you beating, burning, cutting a finger, etc. to johnny. you can have three of my exes y'all seem to like beating on people. | English | men can also be victims of abuse not just women you've never been abused if you were so called abused wheres the evidence oh wait theres not any only evidence thats there is you beating, burning, cutting a finger, etc to johnny you can have three of my exes y'all seem to like beating on people | Kellee A Cummins |
| 43 | she should be replaced by the mother of dragons in aqua-man 2. her and jason have awesome chemistry...besides if i go i’ll just be exclaiming #fuckamberheard everytime she comes on. the audio tapes are horrible to listen too. calling him fat and old. y…see more | English | she should be replaced by the mother of dragons in aquaman 2 her and jason have awesome chemistrybesides if i go i’ll just be exclaiming #fuckamberheard everytime she comes on the audio tapes are horrible to listen too calling him fat and old ysee more | Samuel Nelson |
| 44 | face it, johnny has more fans and followers than you’ll ever have... tell the truth stop destroying a man who doesn’t deserve all of this going on. | English | face it, johnny has more fans and followers than you’ll ever have tell the truth stop destroying a man who doesn’t deserve all of this going on | Charlotte Martin |
| 45 | your actions have undermined ever step domestic abusers have fought for. voices to be equally heard. society acceptance of men victims and women abusers. you need to be ashamed of yourself for not taking responsibility of your mutual part in the volatile relationship with johnny. #fireamberheard #boycottaquaman2 | English | your actions have undermined ever step domestic abusers have fought for voices to be equally heard society acceptance of men victims and women abusers you need to be ashamed of yourself for not taking responsibility of your mutual part in the volatile relationship with johnny #fireamberheard #boycottaquaman2 | Violeta Martinez |
| 46 | hopefully your career is destroyed just as you have destroyed johnnys. your a mediocre actor and only get parts cause your easy on the eyes! while he is a true acting legend, i hope you get what you deserve you abuser! | English | hopefully your career is destroyed just as you have destroyed johnnys your a mediocre actor and only get parts cause your easy on the eyes! while he is a true acting legend, i hope you get what you deserve you abuser! | Micaela Booysen |
| 47 | johnny depp doesn't deserve you ruining his career! he's a way better actor and human being than you!! | English | johnny depp doesn't deserve you ruining his career! he's a way better actor and human being than you!! | Samantha Hollis |
| 48 | whens the book coming out🤔 seems that mr depp who was married to vanessa paradis how many years? no violence, past relationships, nothing. then you came along, and if he had been violent you could easily have walked out, not many women in abusive relationships can walk out. | English | whens the book coming out🤔 seems that mr depp who was married to vanessa paradis how many years? no violence, past relationships, nothing then you came along, and if he had been violent you could easily have walked out, not many women in abusive relationships can walk out | Dee Berrow Peters |
| 49 | here’s one for you. my ex beat me up for no reason at 17 fucking tried to leave a room i didn’t even fight him say anything nothing. he was sleeping and i was leaving to give him privacy. he threw me through the wall smashed chairs into my head threw m…see more | English | here’s one for you my ex beat me up for no reason at 17 fucking tried to leave a room i didn’t even fight him say anything nothing he was sleeping and i was leaving to give him privacy he threw me through the wall smashed chairs into my head threw msee more | Chloe McCabe |
| 50 | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp. i'm pretty sure she inflected those bruises on her face. she also shit in johnny depp bed. she ruined johnny depp acting career. her acting career should end not him. | English | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp i'm pretty sure she inflected those bruises on her face she also shit in johnny depp bed she ruined johnny depp acting career her acting career should end not him | Sam Clingan |
| 51 | i won’t wish i’ll on you. but you know what you did is wrong, vile, and everything that makes up a shitty moral compass. i hope you don’t have little girls looking up to you because what you did is what’s the problem now days “amber lied and got away with it, i can too!” | English | i won’t wish i’ll on you but you know what you did is wrong, vile, and everything that makes up a shitty moral compass i hope you don’t have little girls looking up to you because what you did is what’s the problem now days “amber lied and got away with it, i can too!” | Gerald Jackson |
| 52 | would you pleeeeaase just stop the bullshit so both of you can get on with your lives and go back to what you're both good at? making movies. we've all been through breakups amber. bad relationships. let it fucking go. | English | would you pleeeeaase just stop the bullshit so both of you can get on with your lives and go back to what you're both good at? making movies we've all been through breakups amber bad relationships let it fucking go | Tara Ash-Douglas |
| 53 | love how your still in aquaman after false accusations but johnny depp is kicked out of the new harry potter movies bc of your lies. fuck you and any platform you have to talk to your sheep. | English | love how your still in aquaman after false accusations but johnny depp is kicked out of the new harry potter movies bc of your lies fuck you and any platform you have to talk to your sheep | Kyle Wade |
| 54 | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse. i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok. what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | English | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | Rafael C. Ballesteros |
| 55 | johnny deserved so much better. your career should be at stake. not his | English | johnny deserved so much better your career should be at stake not his | Autumn White |
| 56 | i will never watch anything with you in it. to paint yourself as a victim when in fact you are the abuser. i’m so glad you and your sick lies have been exposed. you’ve shit on your own pillow now 🤣 | English | i will never watch anything with you in it to paint yourself as a victim when in fact you are the abuser i’m so glad you and your sick lies have been exposed you’ve shit on your own pillow now 🤣 | Anna Boulden |
| 57 | abusers, shouldnt be rewarded, boycott l'oreal if they use her for their products. | English | abusers, shouldnt be rewarded, boycott l'oreal if they use her for their products | Yvonne Hogenmiller Moore |
| 58 | aquí desde perú nadie te quiere volver a ver, te queremos ver destruida así como destruirse a nuestro gran capitán | Spanish | here from peru no one wants to see you again, we want to see you destroyed as well as destroy our great captain | Mishel Judit Quisocala Condori |
| 59 | you don't deserve to even look on the hollywood sign. you are ruining someones life and career, cos of your own mental illnes. | English | you don't deserve to even look on the hollywood sign you are ruining someones life and career, cos of your own mental illnes | Tonjuralas Draide |
df = df_hate[['comment', 'language','translated', 'username']][60:].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | for people like you the world is doomed, there are women who really suffer!!! hopefully johnny gets justice and you get fired | English | for people like you the world is doomed, there are women who really suffer!!! hopefully johnny gets justice and you get fired | Bruno Dom |
| 1 | the funny thing is i had similar past relationships where women where constantly abusing me while i took it and when i left they played the victim to make everyone around me look at me different. women are doing things like this more and more. yet no one believes men can be abused. | English | the funny thing is i had similar past relationships where women where constantly abusing me while i took it and when i left they played the victim to make everyone around me look at me different women are doing things like this more and more yet no one believes men can be abused | Ervin Gabriel Santiago Melendez |
| 2 | you shouldn't have any social media, ambitch. you just haven't life now. you will never win with johnny and deppheads! we don't want to know you. | English | you shouldn't have any social media, ambitch you just haven't life now you will never win with johnny and deppheads! we don't want to know you | Aniela Dymecka |
| 3 | i mean i think instead of reading your brainless tweets all of us would like to hear an apology to the actual survivors of domestic abuse and jonny himself. the shit that you pulled is the worst. i didn’t think anyone could stoop that low. i’m glad you’re getting what you deserve and don’t think for a minute that you don’t deserve it because it’s your karma. | English | i mean i think instead of reading your brainless tweets all of us would like to hear an apology to the actual survivors of domestic abuse and jonny himself the shit that you pulled is the worst i didn’t think anyone could stoop that low i’m glad you’re getting what you deserve and don’t think for a minute that you don’t deserve it because it’s your karma | Tailor Gokey |
| 4 | just know you don't represent abused women at all. i don't need to insult you, it's not worth my time but i do hope justice is made for jd. 😊 | English | just know you don't represent abused women at all i don't need to insult you, it's not worth my time but i do hope justice is made for jd | Geazul Gutierrez |
| 5 | i've read every comment on amber and i know you hate her ( i don't hate her but i don't like her) but she deserves a touch of redemption. she deserves prison ( of course) but i believe there is a ( very) small chance of rehabilitation like every person in the world. | English | i've read every comment on amber and i know you hate her i don't hate her but i don't like her but she deserves a touch of redemption she deserves prison of course but i believe there is a very small chance of rehabilitation like every person in the world | Hedrian Campbell |
| 6 | i hope u burn in hell for hijacking platform of domestic abuse for real victims!😡 there are many out there who need help but definitely not u! | English | i hope u burn in hell for hijacking platform of domestic abuse for real victims! there are many out there who need help but definitely not u! | Esther Chong |
| 7 | it was so obvious she lied at the time of each incident. she's one of those crazy females. i hope she gets what's coming. | English | it was so obvious she lied at the time of each incident she's one of those crazy females i hope she gets what's coming | Yayo Will |
| 8 | you make a mockery of real abuse victims and i think that might be the most disgusting thing of all. poor johny. | English | you make a mockery of real abuse victims and i think that might be the most disgusting thing of all poor johny | Anna Katherine Fuertsch |
| 9 | what you did only hurt women who are actual victims of domestic abuse. shame on you #mentoo | English | what you did only hurt women who are actual victims of domestic abuse shame on you #mentoo | Genaro Parra |
| 10 | may i ask ms. heard the reasoning you chose to stay with an abuser? i think you gave as good as you got. equality. move on. elie elis | English | may i ask ms heard the reasoning you chose to stay with an abuser? i think you gave as good as you got equality move on elie elis | Elizabeth Elis |
| 11 | she is a hypocritical liar, how can she have so much evil in your heart, johnny is not alone several people we trust you are a crazy crazy .... johnny is the best actor in the world world, leave him alone. | English | she is a hypocritical liar, how can she have so much evil in your heart, johnny is not alone several people we trust you are a crazy crazy johnny is the best actor in the world world, leave him alone | Lind Eve |
| 12 | you will have to pay for the damage done to johnny deep, bad woman, go to hell. | English | you will have to pay for the damage done to johnny deep, bad woman, go to hell | Mariana Beatle |
| 13 | of course you realize destroying depp on falsely accusations too. you to will be cancelled i have no pity on compulsive liars and alot others don't. it may be a mental illness but get help. fix you dont destroy others to build yourself up . | English | of course you realize destroying depp on falsely accusations too you to will be cancelled i have no pity on compulsive liars and alot others don't it may be a mental illness but get help fix you dont destroy others to build yourself up | Ian Michael Cain |
| 14 | i'm against women abuse but i hope someone puts you in hospital you deserve any abuse you receive | English | i'm against women abuse but i hope someone puts you in hospital you deserve any abuse you receive | Brandon Parker |
| 15 | bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser. if the rumor about you buying the uk judge to give you the results that you waited. u r definitely going to get fire n in prison😂 | English | bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser if the rumor about you buying the uk judge to give you the results that you waited u r definitely going to get fire n in prison | Brianna James |
| 16 | u are calling for justice? yes we all are for johnny not you. you really thought your lies wouldn't come back to your face. seriously u are a non role model for women. especially survivors like me and millions of others on abuse . poor excuse of a huma…see more | English | u are calling for justice? yes we all are for johnny not you you really thought your lies wouldn't come back to your face seriously u are a non role model for women especially survivors like me and millions of others on abuse poor excuse of a humasee more | Robin Schimmel |
| 17 | you deserve to lose your jobs, so how you ruined jonny's life, we are going to make you pay and we will do justice. | English | you deserve to lose your jobs, so how you ruined jonny's life, we are going to make you pay and we will do justice | Nadye Momsen |
| 18 | tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! | Spanish | Sooner or later the time will come to pay for all the evil that one does! | Nayd Tania Blanco Quispe |
| 19 | just gotta say i only know as much as everyone else, but i have to go with my gut and depp's evidence. depp has been wronged and you get to do aquaman 2 🙄 kinda messed up if you think about it. #cancelamberheard | English | just gotta say i only know as much as everyone else, but i have to go with my gut and depp's evidence depp has been wronged and you get to do aquaman 2 kinda messed up if you think about it #cancelamberheard | Jordan Littlefield |
| 20 | i´m still asking myself why you are not in jail... that´s where you belong... | English | i´m still asking myself why you are not in jail that´s where you belong | Alberto Martinez Arango |
| 21 | you’re the reason women aren’t always believed, you lying, over-privileged abuser. | English | you’re the reason women aren’t always believed, you lying, overprivileged abuser | Kayla Ramirez |
| 22 | people paid? who is paid? who? we are normal people that just don't accept that a violent, liar and unfaithful person still has her job just because is a woman and her ex husband now has lost his job because it is "impossible"that a man is hit by a woman. this is sexism. this shitstorm is just because of you. | English | people paid? who is paid? who? we are normal people that just don't accept that a violent, liar and unfaithful person still has her job just because is a woman and her ex husband now has lost his job because it is impossiblethat a man is hit by a woman this is sexism this shitstorm is just because of you | Martina Isceri |
| 23 | no thanks... i don't follow abusers. you should be ashamed of yourself and all that you have done. karma will come bite you in the ass and i hope the whole world gets to see it. you're lucky he didn't put his hands on you because i would have. shame on you and everyone that thinks it's okay and think what you did wasn't wrong. i really hope you get what's coming to you. | English | no thanks i don't follow abusers you should be ashamed of yourself and all that you have done karma will come bite you in the ass and i hope the whole world gets to see it you're lucky he didn't put his hands on you because i would have shame on you and everyone that thinks it's okay and think what you did wasn't wrong i really hope you get what's coming to you | Brittany Greene |
| 24 | you should seriously consider a name change to "amber turd" because you're a shit actress... | English | you should seriously consider a name change to amber turd because you're a shit actress | Evil Hanz |
| 25 | what's the matter? you mad you had the best, but couldn't be the best? girl, i can't wait to see what karma has in store for you! you never deserved johnny ever! | English | what's the matter? you mad you had the best, but couldn't be the best? girl, i can't wait to see what karma has in store for you! you never deserved johnny ever! | Elizabeth Archuleta |
| 26 | remove yourself from aquaman 2 you twisted pippi longstocking! also, i’m pretty sure you played a role in cal worthington’s mysterious death! he was a car salesman out of long beach! turn yourself in amber!!! | English | remove yourself from aquaman 2 you twisted pippi longstocking! also, i’m pretty sure you played a role in cal worthington’s mysterious death! he was a car salesman out of long beach! turn yourself in amber!!! | Jeffrey Danna |
| 27 | great now warner bros fired johnny wow, you should get fired as well to see how it feels like to lose everything | English | great now warner bros fired johnny wow, you should get fired as well to see how it feels like to lose everything | Valerie Grillazz Vtura |
| 28 | never even heard of her until i found out she was abusing johnny depp. guess she wanted her 15 minutes of fame and couldn't get it any other way | English | never even heard of her until i found out she was abusing johnny depp guess she wanted her 15 minutes of fame and couldn't get it any other way | Joann Dormer |
| 29 | pls quit your role in aquaman. u don't deserve being an actor when u ruined one of the best actors in this world | English | pls quit your role in aquaman u don't deserve being an actor when u ruined one of the best actors in this world | Daniel Fernández |
| 30 | youre going to be in the videos of 2050 when they do a recap of the actors whos career died before it began. | English | youre going to be in the videos of 2050 when they do a recap of the actors whos career died before it began | Rey Abdel Rivera |
| 31 | narcasist. you need to go off and live in the mountains where you can shit where you want and live there like the stinking wild animal you behave like and not be heard of ever again. | English | narcasist you need to go off and live in the mountains where you can shit where you want and live there like the stinking wild animal you behave like and not be heard of ever again | Louise Walker |
| 32 | change your twitter to fakeamberheard real people don’t lie about abuse. especially when there’s all these people of whom it’s actually happened to who can’t get their real abusers accused. you’re literally part of the problem of why real justice can’t…see more | English | change your twitter to fakeamberheard real people don’t lie about abuse especially when there’s all these people of whom it’s actually happened to who can’t get their real abusers accused you’re literally part of the problem of why real justice can’tsee more | Kyle Edgington |
| 33 | nobody likes you. i hope every single movie you’re staring in tanks. you used, and abused a great man, and for that i hope you rot. | English | nobody likes you i hope every single movie you’re staring in tanks you used, and abused a great man, and for that i hope you rot | Nathan Donaldson |
| 34 | you are not relevant. my daughter does not look up to you. quit please. children today need to look up to people who are not abusers. your behaviour is not ok. | English | you are not relevant my daughter does not look up to you quit please children today need to look up to people who are not abusers your behaviour is not ok | Cheryl Stone |
| 35 | hey now we're all paid to say these things didn't you hear?! no ones paid we just all know that you really are the most foul of human beings and if warner bros had any sense they would remove you from aquaman 2 so you can get some counseling. ruining someone's life after abusing them? classy at best | English | hey now we're all paid to say these things didn't you hear?! no ones paid we just all know that you really are the most foul of human beings and if warner bros had any sense they would remove you from aquaman 2 so you can get some counseling ruining someone's life after abusing them? classy at best | Kodi Alexis |
| 36 | she never deserved a man as johnny. he is an excelent human being, so professional. i really love him. #nomoreamberheardinhollywood | English | she never deserved a man as johnny he is an excelent human being, so professional i really love him #nomoreamberheardinhollywood | Ximena Aguilera |
| 37 | the people in the comments forget that amber has assaulted people before but are too ignorant or naive to look at the big picture. | English | the people in the comments forget that amber has assaulted people before but are too ignorant or naive to look at the big picture | Christian Michele Holguin |
| 38 | everyone hates you amber why you were so cruel to jonny depp it is not his fault that your brain is full of dead fleas and fluff | English | everyone hates you amber why you were so cruel to jonny depp it is not his fault that your brain is full of dead fleas and fluff | Valentina Meraz Sosa |
| 39 | one million people want you out of your films, you saying your not going anywhere, lol.. its not up to you, your films will fail as no one wants to watch them, your the abuser amber h and carma is coming for you, ♥️ | English | one million people want you out of your films, you saying your not going anywhere, lol its not up to you, your films will fail as no one wants to watch them, your the abuser amber h and carma is coming for you, ♥ | Donna Falconer |
| 40 | i had to google who amber was, cause shes a nobody.. but wow the lies | English | i had to google who amber was, cause shes a nobody but wow the lies | Eileen Ermine |
| 41 | over 1 million people have signed the petition to have this harpy pulled from aquaman 2 , this isn't a " blow over " type deal , this is a weinstein type deal , forever tarnished , next year it will be amber who ? | English | over 1 million people have signed the petition to have this harpy pulled from aquaman 2 , this isn't a blow over type deal , this is a weinstein type deal , forever tarnished , next year it will be amber who ? | Kristopher Waterman |
| 42 | why would anyone want to follow you after what shit show you’ve just caused | English | why would anyone want to follow you after what shit show you’ve just caused | Logan Hill |
| 43 | you are a horrible human. i hope you never get hired to do anything, ever in your life. what you did is unforgettable and unforgivable. you will forever be remembered as the posterchild of abuse towards any gender and as a strong reminder that women li…see more | English | you are a horrible human i hope you never get hired to do anything, ever in your life what you did is unforgettable and unforgivable you will forever be remembered as the posterchild of abuse towards any gender and as a strong reminder that women lisee more | Kaly Quesada |
| 44 | just watched aquaman with my nephews..it was great...good job! tell people to stay the hell out of your personal business | English | just watched aquaman with my nephewsit was greatgood job! tell people to stay the hell out of your personal business | Wv Tom |
| 45 | you are a shame you think you are very empowered with your crazy friends. i only reject your image. hold on jony deep! from argentina we bank | English | you are a shame you think you are very empowered with your crazy friends i only reject your image hold on jony deep! from argentina we bank | Mauro Cardozo |
| 46 | ha. you try to say we are paid to stand up for johnny depp and all of these other lies then ask us to go to your twitter? ehhh no. you should've known better than to mess with depp. | English | ha you try to say we are paid to stand up for johnny depp and all of these other lies then ask us to go to your twitter? ehhh no you should've known better than to mess with depp | Sándra Medley |
| 47 | she killed what supposed to be an another movie from pirates of th caribbean | English | she killed what supposed to be an another movie from pirates of th caribbean | Lawrence Aranas Montalban |
| 48 | i was going to post here with my opinion if you,but it seems so many got there before me. do you get it now amber? most women hate men that abuse women, but what we hate more, is women who abuse men. you shame us all, do not call yourself a woman. | English | i was going to post here with my opinion if you,but it seems so many got there before me do you get it now amber? most women hate men that abuse women, but what we hate more, is women who abuse men you shame us all, do not call yourself a woman | Penny Davage |
| 49 | why do you shit in peoples beds? | English | why do you shit in peoples beds? | Jonathan van der Pennen |
| 50 | you shouldn't be playing in part of any movie neither. get her out of aquaman. she dosent deserve it. you played the victim so well, but you can't fool people for too long. you ain't no victim, and you know it. #wbpicures bring back johnny deep. …see more | English | you shouldn't be playing in part of any movie neither get her out of aquaman she dosent deserve it you played the victim so well, but you can't fool people for too long you ain't no victim, and you know it #wbpicures bring back johnny deep see more | Yesica Garcia Chimal |
| 51 | are you going to be shitting on someone’s bed? | English | are you going to be shitting on someone’s bed? | Charli Nicole Fritz |
| 52 | johnny depp doesn't deserve you! you're the worst!!! | English | johnny depp doesn't deserve you! you're the worst!!! | Nicole Rillera |
| 53 | you're more at home in a pig stye than you are at warner brothers. "no one will believe you johnny" is the biggest crock of shit i've ever heard | English | you're more at home in a pig stye than you are at warner brothers no one will believe you johnny is the biggest crock of shit i've ever heard | Maxwell Taylor |
| 54 | aren't you in jail yet? | English | aren't you in jail yet? | Alexandria Marie |
| 55 | you should be ashamed of yourself, as there are many people who do have domestic abuse. you are an abuser and you think you will win by buying the fucking judge. we have videos, audios, photos etc. for example, what about the finger, what your sister said, what your assistant said, and also that you are someone who, being committed to him, had relationships with others | English | you should be ashamed of yourself, as there are many people who do have domestic abuse you are an abuser and you think you will win by buying the fucking judge we have videos, audios, photos etc for example, what about the finger, what your sister said, what your assistant said, and also that you are someone who, being committed to him, had relationships with others | Demian Ulate |
| 56 | remember that time you took a shit on johnny depp’s pillow? cause we all do | English | remember that time you took a shit on johnny depp’s pillow? cause we all do | Kelsee Cessna |
| 57 | you’re a shame to humanity. johnny depp deserves the world and more, and you’ve taken that from him, you’ve literally taken his entire life away, i hope you one day you’ll feel exactly what you put him & countless other men through. | English | you’re a shame to humanity johnny depp deserves the world and more, and you’ve taken that from him, you’ve literally taken his entire life away, i hope you one day you’ll feel exactly what you put him & countless other men through | Ella Longdon |
| 58 | i can’t believe all the shit you’ve caused for johnny! i’m not just saying this because he’s famous, and he’s one of the best actors to ever walk this earth! i’m saying this because you have ruined that poor mans life with all the bullshit you’ve fed t…see more | English | i can’t believe all the shit you’ve caused for johnny! i’m not just saying this because he’s famous, and he’s one of the best actors to ever walk this earth! i’m saying this because you have ruined that poor mans life with all the bullshit you’ve fed tsee more | Kieran Culley |
| 59 | we want grindelwald back. men can be victims too. #justiceforjohnnydepp | English | we want grindelwald back men can be victims too #justiceforjohnnydepp | Karen Denisse |
df_hate.username.value_counts().head(10)
Ines Seni 7 Amy Rossetti 7 Vittoria Tagliaferri 6 Matthew Jacobs 5 Antonella Petrucci Alchemikiz 5 Marthita Sosa 5 Ayaris Etherea 5 Piotr Kwiat Kwiatkiewicz 4 フラットセ ンパイ 4 Manilyn Sansano 4 Name: username, dtype: int64
df_comments.query(" username == 'Ines Seni' ").comment.value_counts().head(60)
amber heard admits it! johnny depp secret recording released! https://www.youtube.com/watch?v=8o4fsjkvfoc&t=142s 3 amber heard to johnny depp: 'i do remember, i did mean to hit you' https://www.youtube.com/watch?v=w9d6x3vadbw 2 regarding the poop-gate incident:\r\n1. she blames the dogs\r\n2: she tells a manager that it was a practical joke…see more 2 details on amber heard's domestic abuse arrest revealed https://www.youtube.com/watch?v=81mnraxlbee as many of you might know by now, amber heard has a reported history of domestic violence. including a time when she was arrested for allegedly assaulting her ex wife tasya van ree at seattle tacoma international airport in 2009. now the details of the incident are finally getting attention in the media 2 amber has gotten cheek fillers, tear trough fillers (under the eyes) and lip injections which causes bruising and sometimes swelling. i believe if they could get her records they could prove that it was done when she took those photos so that then she…see more 2 the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship. their texts seems to go in that direction. 2 the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like s…see more 1 johnny depp is lucky to get away alive, it was only a matter of time before she kills him. amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... 1 amber heard called a piece of human garbage outside the court https://www.youtube.com/watch?v=fpah0o4bdy0 1 amber heard with history of violence against ex wife details on amber heard's domestic abuse arrest revealed https://www.youtube.com/watch?v=81mnraxlbee as many of you might know by now, amber heard has a reported history of domestic violence. includin…see more 1 amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://www.google.com/.../amber-heards-sister-thought... 1 constant instigator that always faults everybody else amber heard to johnny depp: 'i do remember, i did mean to hit you' https://www.youtube.com/watch?v=w9d6x3vadbw 1 Name: comment, dtype: int64
df_comments.query(" username == 'Amy Rossetti' ").comment.value_counts().head(60)
hopefully from now on every article written about you will include your proven and admitted abuse to depp the way every article written about him in the last three years has mentioned your unproven accusations. that would be equality, right?\r\nyou're the…see more 4 i find it maddening that a woman can accuse a man and play the victim to ruin his life, and can be arrested for assaulting another woman in 2009 and somehow still be some champion of abused women. you can't have it both ways.\r\n\r\ni wish more people looked at the court docu…see more 2 i find it maddening that a woman can accuse a man and play the victim to ruin his life, and can be arrested for assaulting another woman in 2009 and somehow still be some champion of abused women. you can't have it both ways.\r\n\r\ni wish more people looke…see more 1 #amberheard admitted to hitting johnny depp with a can of paint thinner on his island in front of two of his employees, kicking a door into his head and punching him in the face on separate occasions in her sworn deposition! if he had admitted he did that to her, it would be plastered all over the damn internet! i'm so sick of the double standard! 1 Name: comment, dtype: int64
df_comments.query(" username == 'Vittoria Tagliaferri' ").comment.value_counts().head(60)
you are completely crazy. they should lock you up in an asylum and leave you there for the rest of your miserable life😡😡💩💩 5 #fuckthesun 1 #johnnydeppisinnocent\r\n#justiceforjohnny 1 🤮🤮🤮🤮🤮 1 Name: comment, dtype: int64
df_comments.query(" username == 'Antonella Petrucci Alchemikiz' ").comment.value_counts().head(60)
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 dio ti punirà per quello che hai fatto! è molto pesantemente! molto! diavolo! 1 tutti i demoni li vomiterò dalla mia bocca! parola di dio! 1 scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments.query(" username == 'Matthew Jacobs' ").comment.value_counts().head(60)
#fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard\r\n#fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberhe…see more 5 Name: comment, dtype: int64
df_comments.query(" username == 'Ayaris Etherea' ").comment.value_counts().head(60)
la violenta era ella\r\n#bizarro le corto el dedo, le quemó la cara con un cigarrillo, echo a la basura sus medicamentos, le pegó con la puerta, le tiró de todo cuanto pudo a la cabeza, lo golpeó, lo pateó, le escupió, se burló e insultó hasta el cansanci…see more 5 Name: comment, dtype: int64
df_comments.query(" username == 'Piotr Kwiat Kwiatkiewicz' ").comment.value_counts().head(60)
lying whore 4 Name: comment, dtype: int64
df_comments.query(" username == 'Emally Markovics' ").comment.value_counts().head(60)
#fireamberheard #evenmetoosaidfuckyou #justiceforjohnny #youareanabuser 4 Name: comment, dtype: int64
df_comments.query(" username == 'Manilyn Sansano' ").comment.value_counts().head(60)
#amberheardshouldbeinprison! 1 shit amber 1 #amberheardshouldbeinprison!! 1 #psychopath!!!! 1 Name: comment, dtype: int64
df_fck1 = df_comments[df_comments.translated.str.contains('fuck')]
df_fck2 = df_comments[df_comments.comment.str.contains('fuck')]
df_fck = df_fck1.append(df_fck2)
df_fck.drop_duplicates(inplace=True)
print(f'{df_fck.shape[0]} contributions, made by {df_fck.username.nunique()} Users, In {df_fck.language.nunique()} Languages')
df_fck.head(2)
453 contributions, made by 410 Users, In 14 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 35 | Rhiannon Gallimore | fuck you amber heard | post0_comment | NaN | NaN | NaN | NaN | True | fuck you amber heard | English | fuck you amber heard |
| 46 | John Jeffries | stupid bitch fuck u and your twitter | post0_comment | NaN | NaN | NaN | NaN | True | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter |
fck_users = df_fck.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(fck_users.head(15), '"F*ck" Top Commented Users', threshold=0, c=0)
df_fck.comment.value_counts().head()
fuck you 14 fuck you amber 8 #fuckamberheard 8 #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard\r\n#fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberhe…see more 5 fuck you!! 5 Name: comment, dtype: int64
df = df_fck[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | fuck you amber heard | English | fuck you amber heard | Rhiannon Gallimore |
| 1 | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter | John Jeffries |
| 2 | i kept my mouth shut untill now,amber you married a famous man much older than you in order to take his money away from him,you had sex for money,you know what that makes you,immigrates do get honest jobs,you are the last person on earth to judge people,you gave away the money because your conscious was so fucking dirty you could not sleep at night,you fucking loser. | English | i kept my mouth shut untill now,amber you married a famous man much older than you in order to take his money away from him,you had sex for money,you know what that makes you,immigrates do get honest jobs,you are the last person on earth to judge people,you gave away the money because your conscious was so fucking dirty you could not sleep at night,you fucking loser | Radulescu Carmen |
| 3 | i swear that you will not do any film or series anymore. fuck you. | English | i swear that you will not do any film or series anymore fuck you | Alessandro Campaiola |
| 4 | she should be replaced by the mother of dragons in aqua-man 2. her and jason have awesome chemistry...besides if i go i’ll just be exclaiming #fuckamberheard everytime she comes on. the audio tapes are horrible to listen too. calling him fat and old. y…see more | English | she should be replaced by the mother of dragons in aquaman 2 her and jason have awesome chemistrybesides if i go i’ll just be exclaiming #fuckamberheard everytime she comes on the audio tapes are horrible to listen too calling him fat and old ysee more | Samuel Nelson |
| 5 | here’s one for you. my ex beat me up for no reason at 17 fucking tried to leave a room i didn’t even fight him say anything nothing. he was sleeping and i was leaving to give him privacy. he threw me through the wall smashed chairs into my head threw m…see more | English | here’s one for you my ex beat me up for no reason at 17 fucking tried to leave a room i didn’t even fight him say anything nothing he was sleeping and i was leaving to give him privacy he threw me through the wall smashed chairs into my head threw msee more | Chloe McCabe |
| 6 | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp. i'm pretty sure she inflected those bruises on her face. she also shit in johnny depp bed. she ruined johnny depp acting career. her acting career should end not him. | English | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp i'm pretty sure she inflected those bruises on her face she also shit in johnny depp bed she ruined johnny depp acting career her acting career should end not him | Sam Clingan |
| 7 | would you pleeeeaase just stop the bullshit so both of you can get on with your lives and go back to what you're both good at? making movies. we've all been through breakups amber. bad relationships. let it fucking go. | English | would you pleeeeaase just stop the bullshit so both of you can get on with your lives and go back to what you're both good at? making movies we've all been through breakups amber bad relationships let it fucking go | Tara Ash-Douglas |
| 8 | love how your still in aquaman after false accusations but johnny depp is kicked out of the new harry potter movies bc of your lies. fuck you and any platform you have to talk to your sheep. | English | love how your still in aquaman after false accusations but johnny depp is kicked out of the new harry potter movies bc of your lies fuck you and any platform you have to talk to your sheep | Kyle Wade |
| 9 | you should be ashamed of yourself, as there are many people who do have domestic abuse. you are an abuser and you think you will win by buying the fucking judge. we have videos, audios, photos etc. for example, what about the finger, what your sister said, what your assistant said, and also that you are someone who, being committed to him, had relationships with others | English | you should be ashamed of yourself, as there are many people who do have domestic abuse you are an abuser and you think you will win by buying the fucking judge we have videos, audios, photos etc for example, what about the finger, what your sister said, what your assistant said, and also that you are someone who, being committed to him, had relationships with others | Demian Ulate |
| 10 | wow.. what a gold digging bitch. that is so fucked up what you are doing to johnny. i hope something horrible happens to you. | English | wow what a gold digging bitch that is so fucked up what you are doing to johnny i hope something horrible happens to you | George Barone |
| 11 | no se como decirlo en ingles pero chinga tu madre amber! 🖕🏻 | Spanish | I don't know how to say it in English but fuck your mother Amber! | Lizeth Villarruel |
| 12 | i hope you get what you deserve... your brains on the fucking ground😁 | English | i hope you get what you deserve your brains on the fucking ground | Sean Garcia |
| 13 | johnny was there for us as children. now it's our turn to help him. fuck you lady. | English | johnny was there for us as children now it's our turn to help him fuck you lady | Andi Ward |
| 14 | you’re going to fucking jail, the law doesn’t like liars. clock is ticking | English | you’re going to fucking jail, the law doesn’t like liars clock is ticking | John McDowall |
| 15 | funny how she hasn’t been here since 2017 but on instagram and she has stopped all the comments as she knows what would people say fuck ur movies was gonna watch the stand until i saw she is init fuck that 😂 | English | funny how she hasn’t been here since 2017 but on instagram and she has stopped all the comments as she knows what would people say fuck ur movies was gonna watch the stand until i saw she is init fuck that | Abba Katz |
| 16 | your fucking crazy, you really need a psicologist help! | English | your fucking crazy, you really need a psicologist help! | Valeria Grdz |
| 17 | fuck you for lying. you made it worst for actual dv victims now. | English | fuck you for lying you made it worst for actual dv victims now | Yasmin Sultana Chaudhary |
| 18 | abusive fuck. do us all a favor. delete everything. | English | abusive fuck do us all a favor delete everything | Dylan Moody |
| 19 | 1 thing to say fuck u amber | English | 1 thing to say fuck u amber | Tuheed Khan |
| 20 | is women like you that make it so hard for people really being abused to come forward and get the help they need. fuck you, i hope you lose everything. #fireamberheard | English | is women like you that make it so hard for people really being abused to come forward and get the help they need fuck you, i hope you lose everything #fireamberheard | Mike Henley |
| 21 | chinga tu madre amber heard | Spanish | fuck your mother amber heard | Ashanti Esquivel |
| 22 | you can fuck off, plain and simple. | English | you can fuck off, plain and simple | Martin Meier |
| 23 | yo quick question. who the fuck did u bribe or suck off to win this case cuz this is complete bullshit | English | yo quick question who the fuck did u bribe or suck off to win this case cuz this is complete bullshit | Spicyracha Uwu |
| 24 | or who wants to follow you in your networks, you fucking ridiculous old woman. | English | or who wants to follow you in your networks, you fucking ridiculous old woman | Anel Rosas |
| 25 | vete a la mierda amber !!! | Spanish | fuck you amber!!! | Sandy Galletas |
| 26 | chinga tu madre amber,!!! 🖕 | Spanish | fuck your mother amber,!!! | Ana Belén Bautista Jurado |
| 27 | chinga tu pinche madre amber. | Norwegian Nynorsk | fuck your fucking mother amber | Ana Xanadu |
| 28 | fuck your mother 😡😡 | English | fuck your mother | Javier Hernández |
| 29 | your so gross. you literally acted like a victim when johnny was actual the one suffering. you can clearly see he’s suffering and your a fucking psycho | English | your so gross you literally acted like a victim when johnny was actual the one suffering you can clearly see he’s suffering and your a fucking psycho | Kirstie Anyiah Lopez |
| 30 | fuck you amber heard. you are not. a woman and you never will be. you are not. a human and i dont see you becoming one. you're a horrible formation of atoms and i cant wait to see when you get what you deserve. johnny depp is the sweetest, most handsome, most amazing actor and person on this earth and you decide to abuse him!? i'm so ashamed | English | fuck you amber heard you are not a woman and you never will be you are not a human and i dont see you becoming one you're a horrible formation of atoms and i cant wait to see when you get what you deserve johnny depp is the sweetest, most handsome, most amazing actor and person on this earth and you decide to abuse him!? i'm so ashamed | Kimberly Reed |
| 31 | please lay off the nice jonny depp biatch. your just a nuttcase. you might not be at fault for getting the psycical problem of this but still fuck off and let the nice man be. | English | please lay off the nice jonny depp biatch your just a nuttcase you might not be at fault for getting the psycical problem of this but still fuck off and let the nice man be | Björn Persson |
| 32 | you should be fucking ashamed of yourself. | English | you should be fucking ashamed of yourself | Nik Adrian |
| 33 | fuck u amber heard from iraq land of men...always with johnny depp | English | fuck u amber heard from iraq land of menalways with johnny depp | عبدالله العلواني |
| 34 | just hear to say... fuck you amber heard 🤷 | English | just hear to say fuck you amber heard 🤷 | Diana Ortiz Zacarias |
| 35 | lol. funny how your little fucking drag fest turned on you. we all hated you before, and we fo even more now.…see more | English | lol funny how your little fucking drag fest turned on you we all hated you before, and we fo even more nowsee more | LaDonna Bowen |
| 36 | don’t follow amber heard she is nothing but a fucking dirty liar she is just trying to destroy johnny depp’s career | English | don’t follow amber heard she is nothing but a fucking dirty liar she is just trying to destroy johnny depp’s career | Sarah Telford |
| 37 | fuck amber | un | fuck amber | Jaroslav Vobornik |
| 38 | maldita ojalá pagues todo lo que hiciste a jhonny depp. pudrete | Spanish | damn I hope you pay everything you did to jhonny depp fuck you | Gladysha Tsukino |
| 39 | gross. fucking abusive troll. get outta hollywood so the rest of the planet doesn't have to keep having your ratchet ass shoved down there throats every other day. | English | gross fucking abusive troll get outta hollywood so the rest of the planet doesn't have to keep having your ratchet ass shoved down there throats every other day | Mike Aspen |
| 40 | chinga tu madre amber heard todos te odian! | Spanish | fuck your mother amber heard everyone hates you! | Jesus Carroz |
| 41 | fuck you amber | English | fuck you amber | Jinx Calisto |
| 42 | #fuckamberheard | un | #fuckamberheard | Jeff Bolt |
| 43 | fuck you | English | fuck you | Philip Norwood |
| 44 | #istandwithjohnnydepp #fuckamberheard | un | #istandwithjohnnydepp #fuckamberheard | Amanda Powell Fleming |
| 45 | fuck you | English | fuck you | Bre Ludwig |
| 46 | fuck you for what you did to johnny. burn in hell | English | fuck you for what you did to johnny burn in hell | Jordyn Ozeymandias Lesnar |
| 47 | fuck off. | un | fuck off | Jay Afanador |
| 48 | fuck you very much | English | fuck you very much | Catt Juice |
| 49 | jodete | Dutch | fuck you | Ivan Chakura |
| 50 | go fuck yourself | English | go fuck yourself | Nikhil Gupta |
| 51 | #fuckamberturd | un | #fuckamberturd | Laci Shiann Mack |
| 52 | fuck you fuck you | English | fuck you fuck you | Azaria Hunter |
| 53 | fuck this shit! when will fb delete this page??? | English | fuck this shit! when will fb delete this page??? | Victory Zav |
| 54 | let us report her fucking profile | English | let us report her fucking profile | Wenurâ Lukshithâ |
| 55 | fuck off | un | fuck off | Sebastian Karimian |
| 56 | fuck you amber | English | fuck you amber | Summer Ledford |
| 57 | fuck you amber. fuck you | English | fuck you amber fuck you | Jean Andrew Lalor |
| 58 | you're hot as fuck. | English | you're hot as fuck | Nick Cirelli |
| 59 | no one fucking likes you 🤍✨☺️ | English | no one fucking likes you 🤍☺ | Liliana Moreno |
df_fck_others = df_fck[df_fck.language != 'English']
print(f'{df_fck_others.shape[0]} contributions, made by {df_fck_others.username.nunique()} Users, In {df_fck_others.language.nunique()} Languages')
df_fck_others.head(2)
145 contributions, made by 132 Users, In 13 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 317 | Lizeth Villarruel | no se como decirlo en ingles pero chinga tu ma... | post0_comment | NaN | NaN | NaN | NaN | True | no se como decirlo en ingles pero chinga tu ma... | Spanish | I don't know how to say it in English but fuck... |
| 614 | Ashanti Esquivel | chinga tu madre amber heard | post0_comment | False | False | True | False | True | chinga tu madre amber heard | Spanish | fuck your mother amber heard |
df_fck.language.value_counts()
English 308 Spanish 68 un 61 Maltese 4 Norwegian Nynorsk 2 Dutch 2 Zhuang 1 Finnish 1 Afrikaans 1 Galician 1 German 1 Kalaallisut 1 Shona 1 Maori 1 Name: language, dtype: int64
fck_others_users = df_fck_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(fck_others_users.head(15), '"F*ck" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_fck_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | no se como decirlo en ingles pero chinga tu madre amber! 🖕🏻 | Spanish | I don't know how to say it in English but fuck your mother Amber! | Lizeth Villarruel |
| 1 | chinga tu madre amber heard | Spanish | fuck your mother amber heard | Ashanti Esquivel |
| 2 | vete a la mierda amber !!! | Spanish | fuck you amber!!! | Sandy Galletas |
| 3 | chinga tu madre amber,!!! 🖕 | Spanish | fuck your mother amber,!!! | Ana Belén Bautista Jurado |
| 4 | chinga tu pinche madre amber. | Norwegian Nynorsk | fuck your fucking mother amber | Ana Xanadu |
| 5 | fuck amber | un | fuck amber | Jaroslav Vobornik |
| 6 | maldita ojalá pagues todo lo que hiciste a jhonny depp. pudrete | Spanish | damn I hope you pay everything you did to jhonny depp fuck you | Gladysha Tsukino |
| 7 | chinga tu madre amber heard todos te odian! | Spanish | fuck your mother amber heard everyone hates you! | Jesus Carroz |
| 8 | #fuckamberheard | un | #fuckamberheard | Jeff Bolt |
| 9 | #istandwithjohnnydepp #fuckamberheard | un | #istandwithjohnnydepp #fuckamberheard | Amanda Powell Fleming |
| 10 | fuck off. | un | fuck off | Jay Afanador |
| 11 | jodete | Dutch | fuck you | Ivan Chakura |
| 12 | #fuckamberturd | un | #fuckamberturd | Laci Shiann Mack |
| 13 | fuck off | un | fuck off | Sebastian Karimian |
| 14 | fuck off | un | fuck off | Charlie Wallis |
| 15 | wla kme fucky | un | wla kme fucky | Zhian Chris |
| 16 | chingas a tu madre | Spanish | fuck your mother | Danny Vela |
| 17 | fuck yiu | Zhuang | fuck yiu | Savannah Marie Hall |
| 18 | #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberhe…see more | un | #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberheard #fuckamberhesee more | Matthew Jacobs |
| 19 | #fuckyouamberheard | un | #fuckyouamberheard | Abraham Jiménez |
| 20 | fuck u | un | fuck u | Radu Ion |
| 21 | #fuckuwarnerbros #fuckuambertoo | un | #fuckuwarnerbros #fuckuambertoo | Linzenth Krouthz |
| 22 | pinche vieja abusiva!!!! perdiste toda credibilidad!!!! 🖕🏻 | Spanish | fucking old abusive !!!! you lost all credibility!!!! | Pako Vazquez |
| 23 | #fuckamberheard | un | #fuckamberheard | Isaac Duran |
| 24 | #fuckamberheard | un | #fuckamberheard | Conner Dow |
| 25 | y si te vas en dicerto a ching@r tu madre | Spanish | and if you go to fuck your mother | Joel Sanchez |
| 26 | desde mi todo mi ser y mi corazon. desde mexico quiero decirte que chingas a tu madre | Spanish | from me all my being and my heart from mexico I want to tell you that you fuck your mother | Edgar Loyola Espinosa de los Monteros |
| 27 | fuck u | un | fuck u | Daniel Brock |
| 28 | chinga tu madre | Spanish | fuck your mother | Diego Navarro |
| 29 | #justiceforjohnnydepp #fuckthesun #amberheardisanabuser abusiva! | un | #justiceforjohnnydepp #fuckthesun #amberheardisanabuser abusiva! | Vanessa Moreno Luján |
| 30 | cállate alv, pinchebieja pedorra | Finnish | shut up alv, fucking fart | Ana García |
| 31 | fuckkkkk youuuuu | un | fuckkkkk youuuuu | Kaitlyn McClimans |
| 32 | #fuckyouamberheard | un | #fuckyouamberheard | Trinity Veach |
| 33 | fuck | un | fuck | Simone de Falco |
| 34 | chinga tu madres | Spanish | fuck your mothers | Rodrigo Morales |
| 35 | chinga tu madre | Spanish | fuck your mother | Vane Olivé |
| 36 | chinga tu madre amber | Spanish | fuck your mother amber | Hugo Lopez |
| 37 | tu y el américa chingan a su madre!!! | Spanish | you and america fuck his mother!!! | Adriana Camacho de León |
| 38 | chungas a toda tu puta madre vieja culera | Spanish | chungas to all your fucking mother old culera | Diego Villalobos |
| 39 | #fuckthesun | un | #fuckthesun | Vittoria Tagliaferri |
| 40 | fucking women, scato 😠😠😠😠 | un | fucking women, scato | Jeff Teddy |
| 41 | puta zorra de mierda ojalá te lleve la chingada | Spanish | fucking bitch I hope you get the fuck | Gabrielle Snape |
| 42 | fucking crazy | un | fucking crazy | Bruno Paleta |
| 43 | fuck u, die pls | Afrikaans | fuck u, die pls | Lucas Gasparini |
| 44 | chinga tu perra madre zorra puta pendeja ojalá te coja un burro | Spanish | fuck your bitch mother bitch bitch pendeja I hope a donkey fucks you | Esteban Romero Hernandez |
| 45 | fuck u 😊 | un | fuck u | Aleksandra Kozłowska |
| 46 | pinche perra | Spanish | fucking bitch | Joselyn Medina |
| 47 | fuckyou | un | fuckyou | Castelo Jasso |
| 48 | fucking. | un | fucking | Eugene Alberth |
| 49 | vieja maldita abusiva algún día vas a pagar lo que le haces a johnny depp. | Spanish | old fucking abusive someday you're going to pay for what you do to johnny depp | Yeca Bracho |
| 50 | deberías estar en un centro psiquiátrico, maldita enferma 🤬😡😠 | Galician | you should be in a psychiatric center, you fucking sick | Violeta Godinez |
| 51 | fuck.off | un | fuckoff | Kendel Bailey |
| 52 | loca de mierda | Spanish | fucking crazy | LA Dallera Dallera |
| 53 | fuck uuuu | un | fuck uuuu | Juan Manuel Delvalle |
| 54 | loca de mierdaaa | Dutch | fucking crazy | Ivan Alexander Montalvo Quispe |
| 55 | hija de puta. | Maltese | motherfucker | Paula Fenty |
| 56 | perra hija de puta | Maltese | motherfucker bitch | Kevin Cardona Vasquez |
| 57 | puta perra | Spanish | fucking bitch | Hector Prado |
| 58 | hija de puta maltratadores haztelo mirar zorra | Maltese | motherfucker abusers make it look slut | Paz Garcia Martin |
| 59 | chinga tu madre pedaso de mierda | Spanish | fuck your mother piece of shit | Sarahi Gabriela Zuñiga Reyes |
df_liar1 = df_comments[df_comments.translated.str.contains('liar|lies')]
df_liar2 = df_comments[df_comments.comment.str.contains('liar|lies')]
df_liar = df_liar1.append(df_liar2)
df_liar.drop_duplicates(inplace=True)
print(f'{df_liar.shape[0]} contributions, made by {df_liar.username.nunique()} Users, In {df_liar.language.nunique()} Languages')
df_fck.head(2)
259 contributions, made by 248 Users, In 13 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 35 | Rhiannon Gallimore | fuck you amber heard | post0_comment | NaN | NaN | NaN | NaN | True | fuck you amber heard | English | fuck you amber heard |
| 46 | John Jeffries | stupid bitch fuck u and your twitter | post0_comment | NaN | NaN | NaN | NaN | True | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter |
liar_users = df_liar.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(liar_users.head(15), '"Liar" Top Commented Users', threshold=0, c=0)
df_liar.comment.value_counts().head()
liar 5 stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar\r\n\r\n🤬🤬🤬🤬 3 #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar 3 ....and the golden shit award for a narcissist, con-liar goes to donald tr......no! goes to amber heard!! 2 liar liar liar 2 Name: comment, dtype: int64
df = df_liar[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | since i know neither you or mr. depp personally i can't claim that you're a liar but just know this (not that people probably haven't said this) that there are actual people who get abused everyday for real and every movie, interview, times with fans m…see more | English | since i know neither you or mr depp personally i can't claim that you're a liar but just know this not that people probably haven't said this that there are actual people who get abused everyday for real and every movie, interview, times with fans msee more | Alex Robertson |
| 1 | vagabond house fortunes !!!! you destroyed her career with your lies, you damaged her reputation, you are a sick woman, you still campaigned against the mistreatment of women, you made fun of women who were really mistreated. i hope you realize in time the evil you are doing and reconsider. the whole truth comes out. | English | vagabond house fortunes !!!! you destroyed her career with your lies, you damaged her reputation, you are a sick woman, you still campaigned against the mistreatment of women, you made fun of women who were really mistreated i hope you realize in time the evil you are doing and reconsider the whole truth comes out | Naya Rodríguez Barbito |
| 2 | amber, i doubt you are familiar with the term 'the language of your body is louder than the flowing words from your mouth' i have watched the video clips from court and you are way off the chart on so many different areas. your body language screams 'l…see more | English | amber, i doubt you are familiar with the term 'the language of your body is louder than the flowing words from your mouth' i have watched the video clips from court and you are way off the chart on so many different areas your body language screams 'lsee more | April Istandwithjohnny Hendry Priv |
| 3 | lies is all that comes from your mouth. one day when you need the truth to back you up, it won't be there. when this day comes i hope someone shows you some kind of mercy. because you don't have any. | English | lies is all that comes from your mouth one day when you need the truth to back you up, it won't be there when this day comes i hope someone shows you some kind of mercy because you don't have any | Myra Ducharme |
| 4 | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp. i'm pretty sure she inflected those bruises on her face. she also shit in johnny depp bed. she ruined johnny depp acting career. her acting career should end not him. | English | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp i'm pretty sure she inflected those bruises on her face she also shit in johnny depp bed she ruined johnny depp acting career her acting career should end not him | Sam Clingan |
| 5 | love how your still in aquaman after false accusations but johnny depp is kicked out of the new harry potter movies bc of your lies. fuck you and any platform you have to talk to your sheep. | English | love how your still in aquaman after false accusations but johnny depp is kicked out of the new harry potter movies bc of your lies fuck you and any platform you have to talk to your sheep | Kyle Wade |
| 6 | i will never watch anything with you in it. to paint yourself as a victim when in fact you are the abuser. i’m so glad you and your sick lies have been exposed. you’ve shit on your own pillow now 🤣 | English | i will never watch anything with you in it to paint yourself as a victim when in fact you are the abuser i’m so glad you and your sick lies have been exposed you’ve shit on your own pillow now 🤣 | Anna Boulden |
| 7 | she is a hypocritical liar, how can she have so much evil in your heart, johnny is not alone several people we trust you are a crazy crazy .... johnny is the best actor in the world world, leave him alone. | English | she is a hypocritical liar, how can she have so much evil in your heart, johnny is not alone several people we trust you are a crazy crazy johnny is the best actor in the world world, leave him alone | Lind Eve |
| 8 | of course you realize destroying depp on falsely accusations too. you to will be cancelled i have no pity on compulsive liars and alot others don't. it may be a mental illness but get help. fix you dont destroy others to build yourself up . | English | of course you realize destroying depp on falsely accusations too you to will be cancelled i have no pity on compulsive liars and alot others don't it may be a mental illness but get help fix you dont destroy others to build yourself up | Ian Michael Cain |
| 9 | u are calling for justice? yes we all are for johnny not you. you really thought your lies wouldn't come back to your face. seriously u are a non role model for women. especially survivors like me and millions of others on abuse . poor excuse of a huma…see more | English | u are calling for justice? yes we all are for johnny not you you really thought your lies wouldn't come back to your face seriously u are a non role model for women especially survivors like me and millions of others on abuse poor excuse of a humasee more | Robin Schimmel |
| 10 | people paid? who is paid? who? we are normal people that just don't accept that a violent, liar and unfaithful person still has her job just because is a woman and her ex husband now has lost his job because it is "impossible"that a man is hit by a woman. this is sexism. this shitstorm is just because of you. | English | people paid? who is paid? who? we are normal people that just don't accept that a violent, liar and unfaithful person still has her job just because is a woman and her ex husband now has lost his job because it is impossiblethat a man is hit by a woman this is sexism this shitstorm is just because of you | Martina Isceri |
| 11 | i had to google who amber was, cause shes a nobody.. but wow the lies | English | i had to google who amber was, cause shes a nobody but wow the lies | Eileen Ermine |
| 12 | ha. you try to say we are paid to stand up for johnny depp and all of these other lies then ask us to go to your twitter? ehhh no. you should've known better than to mess with depp. | English | ha you try to say we are paid to stand up for johnny depp and all of these other lies then ask us to go to your twitter? ehhh no you should've known better than to mess with depp | Sándra Medley |
| 13 | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it. you take the cake lady. we are absolutely disgusted in ur lies. i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr. depp and those of us who have been abused. shame on you. | English | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it you take the cake lady we are absolutely disgusted in ur lies i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr depp and those of us who have been abused shame on you | Kelly Davis |
| 14 | never ever believe whatever she said from the beginning...her facial expressions told that she is a liar..... | English | never ever believe whatever she said from the beginningher facial expressions told that she is a liar | Nhung Hoang |
| 15 | stop talking about violence if you are the one who makes it! stop your lies! be honest and say i'm sorry to all and johnny. even if you don't, i believe in karma. | English | stop talking about violence if you are the one who makes it! stop your lies! be honest and say i'm sorry to all and johnny even if you don't, i believe in karma | Stephania Suárez |
| 16 | you’re going to fucking jail, the law doesn’t like liars. clock is ticking | English | you’re going to fucking jail, the law doesn’t like liars clock is ticking | John McDowall |
| 17 | #justiceforjohhnydepp #amberheardisaliar and no, i’m not getting paid, you lying untalented abusive excuse for a female! | English | #justiceforjohhnydepp #amberheardisaliar and no, i’m not getting paid, you lying untalented abusive excuse for a female! | Debora Rathmann |
| 18 | all you did by your jealousy and lies to only gain money, was lose to face even more. you very silly woman. | English | all you did by your jealousy and lies to only gain money, was lose to face even more you very silly woman | Suzanne Ovenden |
| 19 | mais mentiras será contadas lá? rsrs | Portuguese | Will more lies be told there? haha | Thiago Rhaegar |
| 20 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 21 | why would we want to watch a man beater and a liar live on twitter? | English | why would we want to watch a man beater and a liar live on twitter? | Amber Baxter |
| 22 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Spanish | shut up you are a liar of the worst that exists but remember sooner or later you are going to pay remember | Richard Monzon Caceres |
| 23 | who the next victim of your lies amber?? | English | who the next victim of your lies amber?? | Rachel Miller |
| 24 | justicia por jhonny depp... mentirooosa.. | Scots | justice for johnny depp liar | Jhen RM |
| 25 | mentirosa!!! te vas a undir!!! aguante johnny!!! | Faroese | liar!!! you're going to sink!!! hold on johnny!!! | Damaris Capdevila |
| 26 | liar. | English | liar | Celeste Michel Gomez |
| 27 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 28 | you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still | English | you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still | Elsa Ansel |
| 29 | no one cares what a compulsive liar has to say | English | no one cares what a compulsive liar has to say | Paul Manners |
| 30 | justice for johnny !!!! you are a liar and a mean person ... i hope karma hits you hard !!! | English | justice for johnny !!!! you are a liar and a mean person i hope karma hits you hard !!! | Yvonne Ludorff |
| 31 | liar,gold digger women...horrible human being..removed her aquaman 2 | English | liar,gold digger womenhorrible human beingremoved her aquaman 2 | Towhidul Islam Ovee |
| 32 | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar 🤬🤬🤬🤬 | English | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar | Pattsy Resendez |
| 33 | liar and mad woman, hell is waiting for you. | English | liar and mad woman, hell is waiting for you | Linda Liz Sánchez |
| 34 | eres una mala mujer y mentirosa pero existe el karma | Spanish | you are a bad woman and a liar but there is karma | Lii Cii Jan |
| 35 | don’t follow amber heard she is nothing but a fucking dirty liar she is just trying to destroy johnny depp’s career | English | don’t follow amber heard she is nothing but a fucking dirty liar she is just trying to destroy johnny depp’s career | Sarah Telford |
| 36 | who wants to hear you??????? nasty liar !!!! giving speeaches about violence!! there are low people and below them you!!!! | English | who wants to hear you??????? nasty liar !!!! giving speeaches about violence!! there are low people and below them you!!!! | Quiros Paulo |
| 37 | mentirosa, abusadora, cómo puedes seguir tu vida normal sin pedir disculpas ni hacer público tú engaño? | Spanish | liar, abuser, how can you continue your normal life without apologizing or making your deception public? | Liliana Carolina Lara |
| 38 | your a disgusting human being 😁 your lies are faker than any lie out there 🙃 | English | your a disgusting human being your lies are faker than any lie out there | America Perez |
| 39 | u've got to be kiddin. just said i was stuck, didn't i? have to be careful with these ones. men get tf outta here! liar! | English | u've got to be kiddin just said i was stuck, didn't i? have to be careful with these ones men get tf outta here! liar! | Gideon Bennett Chappy |
| 40 | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Violeta López Estrada |
| 41 | nobody cares you abuser! you make me sick! god doesn’t like ugly. may he have mercy on you but give your victims the justice they deserve. #notoliars #notodomesticviolence | English | nobody cares you abuser! you make me sick! god doesn’t like ugly may he have mercy on you but give your victims the justice they deserve #notoliars #notodomesticviolence | Sara E Roas |
| 42 | #justiceforjhonnydepp #amberheardisaliar | Norwegian | #justiceforjhonnydepp #amberheardisaliar | Romina A Lobos |
| 43 | liar | English | liar | Julia Garcia |
| 44 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 45 | liar!!! | English | liar!!! | Leonardo R Urquidi |
| 46 | liar.... | English | liar | Valerio Sorricchio |
| 47 | dios porfavor haz justicia nada para ti es imposible !!! el diablo es el rey de la mentira y esta es su esposa 🤢🤮💩 | Spanish | god please do justice nothing for you is impossible!!! the devil is the king of lies and this is his wife | Tere Gon |
| 48 | amber heard the living breathing abusive turd..away with ya mediocre crap and lies. | English | amber heard the living breathing abusive turdaway with ya mediocre crap and lies | Raya Mhari Iglesias |
| 49 | no thank you i don't follow jealous liars and psychopaths. ❤️ johny depp and always will. your lies don't deter us. 🏴🏴🇬🇧 | English | no thank you i don't follow jealous liars and psychopaths johny depp and always will your lies don't deter us | Suzanne Ovenden |
| 50 | proven liar!!! | English | proven liar!!! | Kristal Thomas |
| 51 | liar! depp forever | English | liar! depp forever | Danny Hinojosa Macias |
| 52 | liar... | English | liar | Boum Jaratjaroonrit |
| 53 | no one likes you anymore youre a liar | English | no one likes you anymore youre a liar | Paloma Brisbane |
| 54 | we can follow your lies on twitter there. | English | we can follow your lies on twitter there | Joe Ryder |
| 55 | pathetic and theatral ; a piece of shit_ done by lies, falsehood and abuse. | English | pathetic and theatral ; a piece of shit_ done by lies, falsehood and abuse | Myles Mitsouko Labaigt |
| 56 | three words....narcissist....fantasist....liar. | English | three wordsnarcissistfantasistliar | Tracy Lockett |
| 57 | pucha ... que mal que existan mujeres que si han sufrido de maltratos .. en mi país "chile " han muerto miles y miles has sufrido. cortes .puñaladas. a una le sacaron los ojos y sigue viva . y a ti espécimen desagradable hipócrita mentirosa .que te aut…see more | Spanish | Damn it's too bad that there are women who have suffered mistreatment in my country, Chile, thousands and thousands have died, you've suffered cuts, stabs, one of them had her eyes gouged out and she's still alive, and you, a nasty specimen, a hypocrite, a liar, I'll help you see more | Maria Fuentes |
| 58 | liar!!!!!! never watch a movie if you gonna be in it!! | English | liar!!!!!! never watch a movie if you gonna be in it!! | Maria Kekesi |
| 59 | team johnny all the way. liar you are. | English | team johnny all the way liar you are | Mylene Sau |
df_liar_others = df_liar[df_liar.language != 'English']
print(f'{df_liar_others.shape[0]} contributions, made by {df_liar_others.username.nunique()} Users, In {df_liar_others.language.nunique()} Languages')
df_liar_others.head(2)
75 contributions, made by 73 Users, In 12 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 494 | Thiago Rhaegar | mais mentiras será contadas lá? rsrs | post0_comment | NaN | NaN | NaN | NaN | True | mais mentiras será contadas lá? rsrs | Portuguese | Will more lies be told there? haha |
| 579 | Sandra Luna | disculpe soy boliviana y apoyo a johnny depp, ... | post0_comment | NaN | NaN | NaN | NaN | True | disculpe soy boliviana y apoyo a johnny depp, ... | Spanish | Excuse me, I am Bolivian and I support Johnny ... |
df_liar.language.value_counts()
English 184 Spanish 48 Portuguese 12 Indonesian 6 Scots 1 Faroese 1 Norwegian 1 French 1 Manx 1 Quechua 1 zzp 1 Turkish 1 German 1 Name: language, dtype: int64
liar_others_users = df_liar_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(liar_others_users.head(15), '"Liar" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_liar_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | mais mentiras será contadas lá? rsrs | Portuguese | Will more lies be told there? haha | Thiago Rhaegar |
| 1 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 2 | calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate | Spanish | shut up you are a liar of the worst that exists but remember sooner or later you are going to pay remember | Richard Monzon Caceres |
| 3 | justicia por jhonny depp... mentirooosa.. | Scots | justice for johnny depp liar | Jhen RM |
| 4 | mentirosa!!! te vas a undir!!! aguante johnny!!! | Faroese | liar!!! you're going to sink!!! hold on johnny!!! | Damaris Capdevila |
| 5 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 6 | eres una mala mujer y mentirosa pero existe el karma | Spanish | you are a bad woman and a liar but there is karma | Lii Cii Jan |
| 7 | mentirosa, abusadora, cómo puedes seguir tu vida normal sin pedir disculpas ni hacer público tú engaño? | Spanish | liar, abuser, how can you continue your normal life without apologizing or making your deception public? | Liliana Carolina Lara |
| 8 | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Violeta López Estrada |
| 9 | #justiceforjhonnydepp #amberheardisaliar | Norwegian | #justiceforjhonnydepp #amberheardisaliar | Romina A Lobos |
| 10 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 11 | dios porfavor haz justicia nada para ti es imposible !!! el diablo es el rey de la mentira y esta es su esposa 🤢🤮💩 | Spanish | god please do justice nothing for you is impossible!!! the devil is the king of lies and this is his wife | Tere Gon |
| 12 | pucha ... que mal que existan mujeres que si han sufrido de maltratos .. en mi país "chile " han muerto miles y miles has sufrido. cortes .puñaladas. a una le sacaron los ojos y sigue viva . y a ti espécimen desagradable hipócrita mentirosa .que te aut…see more | Spanish | Damn it's too bad that there are women who have suffered mistreatment in my country, Chile, thousands and thousands have died, you've suffered cuts, stabs, one of them had her eyes gouged out and she's still alive, and you, a nasty specimen, a hypocrite, a liar, I'll help you see more | Maria Fuentes |
| 13 | mauvaise manipulatrice et menteuse de mauvaise augure. j'espère que la roue tournera pour toi. je te déteste plus que tout au monde, johnny est plus fort que tout! tu ne lui arrive même pas la cheville.😘 tu vas perdre à propre jeu. il se relèvera quand…see more | French | bad manipulator and liar of bad omen i hope the wheel will turn for you i hate you more than anything, johnny is stronger than anything! you can't even reach his ankle you're going to lose at his own game he'll get up whensee more | Lalie Loix |
| 14 | ojalá te saquen de aquaman 2 por mentirosa y agresiva. | Spanish | I hope they kick you out of aquaman 2 for being a liar and aggressive | Fiorella Guerrero |
| 15 | ridícula mentirosa. 😠 | Portuguese | ridiculous liar | Gasai Yuno Bernagua |
| 16 | mentirosa!! | Portuguese | liar!! | Su Mendoza |
| 17 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 18 | liarrrr | Manx | liarrrr | Pantea Sd |
| 19 | por injurias y mentiras! magos en huelga! #justiciaporjohnnydepp 💪🏻🖤 | Quechua | for insults and lies! wizards on strike! #justiceforjohnnydepp | Alejandra Isabel Cerda Pizarro |
| 20 | embustera!! mentirosa y que tu carrera se acabe pronto. | Portuguese | liar!! liar and may your career be over soon | Saito Guadarrama |
| 21 | mentirosa hipócrita | Portuguese | hypocritical liar | Mayra Rutty Mendoza |
| 22 | nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 | Spanish | nobody wants to see a bitch taking pictures of herself when you get old your boobs will be on the floor and your ass will be rotting from the shit of lies that come out of your mouth bitch2 | Yosoy L Quien Mas |
| 23 | #noeresfamosaeresmentirosa | zzp | #noeresfamosaeresliarsa | Janis Ferdinand OG |
| 24 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 25 | porque son solidari@s con una persona que ejerce violencia doméstica ... y aún peor que miente para conseguir más fama .. más bien se me hace un ser humano totalmente desagradable y que triste que solo la apoyen porque se creyó que ella era la que sufr…see more | Spanish | because they are in solidarity with a person who exercises domestic violence and even worse who lies to get more fame rather it makes me a totally unpleasant human being and how sad that they only support her because it was believed that she was the one who suffered more | Laura Gómez |
| 26 | deberías tener un poco más de humanidad, hasta donde llegará tu maldad. acaso no basta que todas tus declaraciones sean mentira. espero reflexiones 😤. …see more | Spanish | You should have a little more humanity, how far will your evil go? Perhaps it is not enough that all your statements are lies, I hope for reflections see more | Angela Blanco |
| 27 | x tus mentiras johnny perderá protagónicos pero eso no lo es todo lo estás tachando de algo que no es siempre sale la verdad y caerás 😠😠 | Spanish | x your lies johnny will lose leading roles but that is not everything you are labeling it as something that is not always the truth comes out and you will fall | Nancy Reyes Aguilar |
| 28 | esa es la maltratadora y mentirosa? | Spanish | is that the abuser and liar? | Carlos A Guillian |
| 29 | #amberheardyouarealiar | Indonesian | #amberheardyouarealiar | CB Laura |
| 30 | es la peor persona que haya existido, una persona doble cara y ambiciosa. quiere terminar ar con la carrera de un gran actor que cuenta con un gran talento y es johnny depp. es una mentirosa, vividora y violenta, ya que en una de sus relaciones anteriores se dieron a conocer pruebas de que ella era quien violentaba y ahora se quiere hacer la víctima con todos los medios y con la gente, pero johnny depp no está sólo y le da coraje el ver todo el apoyo que tiene a su favor y por eso inventa que el favoritismo es porque hay una paga de por medio cuándo lo único que influye es la gran persona que a demostrado ser johnny depp. así que sin más, no recomiendo esta página ni seguir a amber heard por mentirosa. | Spanish | He is the worst person who has ever existed, a two-faced and ambitious person who wants to end the career of a great actor who has great talent and is Johnny Depp. evidence was released that she was the one who did violence and now she wants to play the victim with all the media and with the people, but johnny depp is not alone and it gives him courage to see all the support he has in his favor and for that he invents that favoritism is because there is a pay involved when the only thing that influences is the great person who has proven to be johnny depp so without further ado, I do not recommend this page or follow amber heard for being a liar | Skanya Suastegui |
| 31 | ella es una mentirosa , egoísta y está loca se aprovechó de su papel de mujer y daño a una persona inocente . no merece nada más que el desprecio total de los seguidores de aquella persona . #justicia por jhonny deep | Spanish | she is a liar, selfish and crazy she took advantage of her role as a woman and harmed an innocent person she deserves nothing more than the total contempt of that person's followers #justice for jhonny deep | Ivy Vanessa |
| 32 | no me gusta porque es una mentirosa y engaño a joni deep es una grandísima hija de su fruta madre | Spanish | I don't like her because she is a liar and I cheat on joni deep she is a great daughter of her mother fruit | Daniel Quispe Huamani |
| 33 | es una persona.falsa y no tiene escrúpulos ..mentirosa y vividora | Spanish | He is a false person and has no scruples, a liar and a liar | Angelica Lopez Burbano |
| 34 | es. mentirosa y abusiva es una. mala persona ojala le brinden ayuda psiquiátrica | Spanish | she is a liar and abusive she is a bad person I hope they give her psychiatric help | Indi Basteri |
| 35 | es triste que haya mujeres que de verdad es tan sufriendo acosos, maltratos de varias formas y vengas tú a hacer las mismas cosas a otra persona que no se merece que por tus mentiras se termine su carrera | Spanish | It is sad that there are women who are really so harassed, mistreated in various ways and you come to do the same things to another person who does not deserve that their careers end because of your lies. | Celes CatCab |
| 36 | es mala, mentirosa,mala actriz | Spanish | she is bad, a liar, a bad actress | Müller Ana |
| 37 | es una perra, mentirosa, embustera, manipuladora zorra | Spanish | she is a bitch, liar, liar, manipulative bitch | Luz Gonzalez |
| 38 | me parece que una mujer que miente, se burla y sobre todo maltrata no puede ser recomendable, mucho menos debería seguir trabajando en el medio, todo lo que hacemos se regresa tres veces y no nos vamos de esta vida sin antes pagar... #justiciaparajohnnydeep | Spanish | It seems to me that a woman who lies, mocks and above all mistreats cannot be recommended, much less should she continue working in the field, everything we do comes back three times and we do not leave this life without first paying #justiciaparajohnnydeep | Fan DG |
| 39 | una mujer loca horible mentirosa promiscua | Spanish | a horible crazy promiscuous liar woman | Shamir Yas |
| 40 | por mentirosa, arpía y trepadora seres humanos así no sirven de nada | Spanish | for liar, harpy and climber human beings like that are useless | Andres Pamplona |
| 41 | mentirosa y manipuladora, una burla para el feminismo real | Spanish | liar and manipulator, a mockery for real feminism | Valentina Caycedo Ramírez |
| 42 | maltratadora mentirosa ambiciosa tramposa | Portuguese | abuser liar ambitious cheater | Wendy Blacutt Valda |
| 43 | es una mentirosa, falsa, arruinó la carrera de jhony deep... todo para salir a la fama. no pienso ver ninguna de sus películas | Spanish | she is a liar, false, she ruined jhony deep's career all to get to fame I don't plan to see any of her movies | Sole SGk |
| 44 | mentirosa, abusiva, casa fortuna y pésima actriz | Spanish | liar, abusive, fortune house and lousy actress | Diana Vázquez |
| 45 | iftiraci alçak bir yalancı | Turkish | a slanderous liar | TC Volkan |
| 46 | es una abusadora y violenta, ya que finguio que su ex pareja la maltrataba física y psicológicamente para arruinar su carrera y su vida, cuando en realidad el afectado fue él, lo demandó y como tiene amigos y aliados en la corte ganó el juicio que todos sabemos que fue un fraude. además ni la sociedad ni la justicia cree en el abuso hacía los hombres y ella se aprovechó de aquello también. por todo eso esta mujer no merece ser un referente ni como actriz ni como ser humano. | Spanish | she is an abuser and violent, since she pretended that her ex-partner was physically and psychologically abusing her to ruin her career and her life, when in reality he was the one affected, she sued him and as she has friends and allies in court she won the trial that everyone we know that it was a fraud also neither society nor justice believes in the abuse of men and she took advantage of that also for all that this woman does not deserve to be a reference neither as an actress nor as a human being | Liszbeth Vega Espinoza |
| 47 | una maldita mentirosa muere | Spanish | a fucking liar dies | Linnet Depp |
| 48 | mentirosa y manipuladora , vergüenza de personaje | Spanish | liar and manipulator, character shame | Debora del Rio |
| 49 | oportunista, mentirosa, vil y pesima actriz. no eres nada sin johnny deep!! | Spanish | opportunist, liar, vile and lousy actress you are nothing without johnny deep!! | Lylys Min Ho |
| 50 | es un asco y una mentirosa | Spanish | she is disgusting and a liar | Maria Fernanda Alvarado |
| 51 | mentirosa con mayuscula, no me gusta que de la desgracia de otros vivan la gente como esta actriz. | Spanish | liar with a capital letter, I don't like that people like this actress live from the misfortune of others | JD Daniel Challapa |
| 52 | mentirosa asquerosa brujaaa | Spanish | disgusting liar witch | Lili Alvarez |
| 53 | asco de mujer pobre johnnydepp no se te perdonara lo que le hiciste mentirosa y no soy bot #justiceforjohnnydepp | Spanish | disgust of a poor woman johnnydepp you will not be forgiven for what you did to her a liar and I'm not a bot #justiceforjohnnydepp | Gisell Miranda |
| 54 | mentirosa abusadora, víbora venenosa | Spanish | abusive liar, venomous viper | Alissa Hernández |
| 55 | abusadora y mentirosa #justiceforjohnnydepp | Spanish | abuser and liar #justiceforjohnnydepp | Lalita Trujillo |
| 56 | mal actriz y una mentirosa #justiceforjohnnydepp from méxico | Spanish | bad actress and a liar #justiceforjohnnydepp from mexico | Azul Lopez |
| 57 | mentirosa y abusadora, asco de persona | Spanish | liar and abuser, disgusting person | Fausto Cortes |
| 58 | asco de persona. 🤮mentirosa. ipocrita | Spanish | disgust of hypocritical liar person | Juanita Rodriguez |
| 59 | es una perra maldita, mentirosa, mojon de baño publico. apestas, te vas a ir al infierno maldita hija de puta. | Spanish | she's a fucking bitch, liar, public bathroom landmark you suck, you're going to hell you fucking son of a bitch | Adriana Loera Velasco |
df_abuser1 = df_comments[df_comments.translated.str.contains('abuser|abuse')]
df_abuser2 = df_comments[df_comments.comment.str.contains('abuser|abuse')]
df_abuser = df_abuser1.append(df_abuser2)
df_abuser.drop_duplicates(inplace=True)
print(f'{df_abuser.shape[0]} contributions, made by {df_abuser.username.nunique()} Users, In {df_abuser.language.nunique()} Languages')
df_fck.head(2)
422 contributions, made by 375 Users, In 14 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 35 | Rhiannon Gallimore | fuck you amber heard | post0_comment | NaN | NaN | NaN | NaN | True | fuck you amber heard | English | fuck you amber heard |
| 46 | John Jeffries | stupid bitch fuck u and your twitter | post0_comment | NaN | NaN | NaN | NaN | True | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter |
abuser_users = df_abuser.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(abuser_users.head(15), '"Abuser" Top Commented Users', threshold=0, c=0)
df_abuser.comment.value_counts().head()
abuser 12 #amberheardisanabuser 6 #justiceforjohnnydepp\r\n#notophysicalabuse\r\nwarning: disturbing graphics ⚠️…see more 4 #fireamberheard #evenmetoosaidfuckyou #justiceforjohnny #youareanabuser 4 hopefully from now on every article written about you will include your proven and admitted abuse to depp the way every article written about him in the last three years has mentioned your unproven accusations. that would be equality, right?\r\nyou're the…see more 4 Name: comment, dtype: int64
df = df_abuser[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | 😂 what's next in your game plan? blame arthur curry for slapping you with a fish across your face? i've been abused for 14 yrs of my childhood life by my biological mother and yet i didn't turn out like her. i've learned how to help other's and try to …see more | English | what's next in your game plan? blame arthur curry for slapping you with a fish across your face? i've been abused for 14 yrs of my childhood life by my biological mother and yet i didn't turn out like her i've learned how to help other's and try to see more | William Mcneillie |
| 1 | it's hard enough for an abused person to come forward.... and one of the fears is not being believed, and the unforseen aftermath that comes after. falsely accusing someone of being abusive just makes it the more harder for anyone else to come forward…see more | English | it's hard enough for an abused person to come forward and one of the fears is not being believed, and the unforseen aftermath that comes after falsely accusing someone of being abusive just makes it the more harder for anyone else to come forwardsee more | Cesca Emilia |
| 2 | she owes the #metoo movement an apology. she put herself out there as a survivor of domestic abuse. she even spoke at a rally last week. she needs alot of medication. she needs to come clean about the situation and let this man live his best life. i …see more | English | she owes the #metoo movement an apology she put herself out there as a survivor of domestic abuse she even spoke at a rally last week she needs alot of medication she needs to come clean about the situation and let this man live his best life i see more | Alexis Conley |
| 3 | jonny depp was labeled as a woman abuser. he was fired from a lucrative franchise, lost millions and had his reputation damaged beyond measure. listening to the audio that’s been recently released, clearly shows that amber herd was the violent one from…see more | English | jonny depp was labeled as a woman abuser he was fired from a lucrative franchise, lost millions and had his reputation damaged beyond measure listening to the audio that’s been recently released, clearly shows that amber herd was the violent one fromsee more | Liam Heatley |
| 4 | serial domestic abuser warning!!!!! | English | serial domestic abuser warning!!!!! | Kailey Farrell |
| 5 | appaling the level of trolling this woman has to suffer. this is how society reacts in most cases, by acusing her of lying and by undermining her. you don’t believe her? i don’t get it as there is a video where you can see the way he behave with her. stop the abuse. shame on you. #ibelieveyouamber | English | appaling the level of trolling this woman has to suffer this is how society reacts in most cases, by acusing her of lying and by undermining her you don’t believe her? i don’t get it as there is a video where you can see the way he behave with her stop the abuse shame on you #ibelieveyouamber | Pilar Narvaez |
| 6 | i find it maddening that a woman can accuse a man and play the victim to ruin his life, and can be arrested for assaulting another woman in 2009 and somehow still be some champion of abused women. you can't have it both ways. i wish more people looke…see more | English | i find it maddening that a woman can accuse a man and play the victim to ruin his life, and can be arrested for assaulting another woman in 2009 and somehow still be some champion of abused women you can't have it both ways i wish more people lookesee more | Amy Rossetti |
| 7 | amber heard name will be known forever as a disgrace for abused women. shame on you! | English | amber heard name will be known forever as a disgrace for abused women shame on you! | Kate Vernile |
| 8 | it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes. what makes it even more disgusting is that you’re actually an abuser. no shame. | English | it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes what makes it even more disgusting is that you’re actually an abuser no shame | Megan Gallo |
| 9 | who would want to follow an evil person who abused johnny depp and plays the sympathy card. you should be held accountable for your crimes you sad person | English | who would want to follow an evil person who abused johnny depp and plays the sympathy card you should be held accountable for your crimes you sad person | Michelle Fieldhouse |
| 10 | instead of trying to justify your actions, poor judgement and wrong decisions. own up to it. admit how you lied to try and make johnny look guilty of spousal abuse so that you wouldn't have to admit that you were wrong. your actions are shameful. i am …see more | English | instead of trying to justify your actions, poor judgement and wrong decisions own up to it admit how you lied to try and make johnny look guilty of spousal abuse so that you wouldn't have to admit that you were wrong your actions are shameful i am see more | Katrina Longoria |
| 11 | since i know neither you or mr. depp personally i can't claim that you're a liar but just know this (not that people probably haven't said this) that there are actual people who get abused everyday for real and every movie, interview, times with fans m…see more | English | since i know neither you or mr depp personally i can't claim that you're a liar but just know this not that people probably haven't said this that there are actual people who get abused everyday for real and every movie, interview, times with fans msee more | Alex Robertson |
| 12 | this woman abused her spouse and lied about it. i feel bad for johnny. the leaked audio is very disturbing! | English | this woman abused her spouse and lied about it i feel bad for johnny the leaked audio is very disturbing! | Seth-Elizabeth Irwin |
| 13 | with all that's going on in the world, hate doesn't need to continue. as a woman of domestic violence i don't appreciate you lying about being abused. this is why people that are abused don't come forward. it's the perpetrator that wins. i pray you get the help you need because clearly you are mentally unstable. tell the trutb amber. | English | with all that's going on in the world, hate doesn't need to continue as a woman of domestic violence i don't appreciate you lying about being abused this is why people that are abused don't come forward it's the perpetrator that wins i pray you get the help you need because clearly you are mentally unstable tell the trutb amber | Lana Linette Rayphole |
| 14 | so all these people are bots? we've all looked at the court documents, watched and listened to all the recordings, and finally a clearer image of who the real abuser here emerges. please get psychiatric help for narcissism. it is incurable, but meds wi…see more | English | so all these people are bots? we've all looked at the court documents, watched and listened to all the recordings, and finally a clearer image of who the real abuser here emerges please get psychiatric help for narcissism it is incurable, but meds wisee more | Scryndi Bux |
| 15 | the only reason i know who you are, is because of this shit you did with depp. otherwise who the hell are you? what have you done other than abuse men? not worth my time, sadly i wish i would be able to forget who you are, but because of what you did to one of my favorite actors, who i might add is incredible human being. …see more | English | the only reason i know who you are, is because of this shit you did with depp otherwise who the hell are you? what have you done other than abuse men? not worth my time, sadly i wish i would be able to forget who you are, but because of what you did to one of my favorite actors, who i might add is incredible human being see more | Tyler Schrodt |
| 16 | you need to be imprisoned for what you've done. you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda. you have done more damage than you will likely ever accept responsibility for. | English | you need to be imprisoned for what you've done you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda you have done more damage than you will likely ever accept responsibility for | Amy Neice |
| 17 | public apology to johnny and real abused women would be appropriate. it doesn't fix the damage that you caused. | English | public apology to johnny and real abused women would be appropriate it doesn't fix the damage that you caused | Robyn Molina |
| 18 | i think you should take time and read all these comments..and then realize what your selfish money scheming actions have done...you seem to have a pattern..so who will be the next partner that cry abuse and take to court | English | i think you should take time and read all these commentsand then realize what your selfish money scheming actions have doneyou seem to have a patternso who will be the next partner that cry abuse and take to court | Kristy Appel-Charney |
| 19 | men can also be victims of abuse not just women. you've never been abused.... if you were so called "abused" wheres the evidence oh wait theres not any.... only evidence thats there is you beating, burning, cutting a finger, etc. to johnny. you can have three of my exes y'all seem to like beating on people. | English | men can also be victims of abuse not just women you've never been abused if you were so called abused wheres the evidence oh wait theres not any only evidence thats there is you beating, burning, cutting a finger, etc to johnny you can have three of my exes y'all seem to like beating on people | Kellee A Cummins |
| 20 | your actions have undermined ever step domestic abusers have fought for. voices to be equally heard. society acceptance of men victims and women abusers. you need to be ashamed of yourself for not taking responsibility of your mutual part in the volatile relationship with johnny. #fireamberheard #boycottaquaman2 | English | your actions have undermined ever step domestic abusers have fought for voices to be equally heard society acceptance of men victims and women abusers you need to be ashamed of yourself for not taking responsibility of your mutual part in the volatile relationship with johnny #fireamberheard #boycottaquaman2 | Violeta Martinez |
| 21 | hopefully your career is destroyed just as you have destroyed johnnys. your a mediocre actor and only get parts cause your easy on the eyes! while he is a true acting legend, i hope you get what you deserve you abuser! | English | hopefully your career is destroyed just as you have destroyed johnnys your a mediocre actor and only get parts cause your easy on the eyes! while he is a true acting legend, i hope you get what you deserve you abuser! | Micaela Booysen |
| 22 | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse. i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok. what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | English | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | Rafael C. Ballesteros |
| 23 | i will never watch anything with you in it. to paint yourself as a victim when in fact you are the abuser. i’m so glad you and your sick lies have been exposed. you’ve shit on your own pillow now 🤣 | English | i will never watch anything with you in it to paint yourself as a victim when in fact you are the abuser i’m so glad you and your sick lies have been exposed you’ve shit on your own pillow now 🤣 | Anna Boulden |
| 24 | abusers, shouldnt be rewarded, boycott l'oreal if they use her for their products. | English | abusers, shouldnt be rewarded, boycott l'oreal if they use her for their products | Yvonne Hogenmiller Moore |
| 25 | the funny thing is i had similar past relationships where women where constantly abusing me while i took it and when i left they played the victim to make everyone around me look at me different. women are doing things like this more and more. yet no one believes men can be abused. | English | the funny thing is i had similar past relationships where women where constantly abusing me while i took it and when i left they played the victim to make everyone around me look at me different women are doing things like this more and more yet no one believes men can be abused | Ervin Gabriel Santiago Melendez |
| 26 | i mean i think instead of reading your brainless tweets all of us would like to hear an apology to the actual survivors of domestic abuse and jonny himself. the shit that you pulled is the worst. i didn’t think anyone could stoop that low. i’m glad you’re getting what you deserve and don’t think for a minute that you don’t deserve it because it’s your karma. | English | i mean i think instead of reading your brainless tweets all of us would like to hear an apology to the actual survivors of domestic abuse and jonny himself the shit that you pulled is the worst i didn’t think anyone could stoop that low i’m glad you’re getting what you deserve and don’t think for a minute that you don’t deserve it because it’s your karma | Tailor Gokey |
| 27 | just know you don't represent abused women at all. i don't need to insult you, it's not worth my time but i do hope justice is made for jd. 😊 | English | just know you don't represent abused women at all i don't need to insult you, it's not worth my time but i do hope justice is made for jd | Geazul Gutierrez |
| 28 | i hope u burn in hell for hijacking platform of domestic abuse for real victims!😡 there are many out there who need help but definitely not u! | English | i hope u burn in hell for hijacking platform of domestic abuse for real victims! there are many out there who need help but definitely not u! | Esther Chong |
| 29 | you make a mockery of real abuse victims and i think that might be the most disgusting thing of all. poor johny. | English | you make a mockery of real abuse victims and i think that might be the most disgusting thing of all poor johny | Anna Katherine Fuertsch |
| 30 | what you did only hurt women who are actual victims of domestic abuse. shame on you #mentoo | English | what you did only hurt women who are actual victims of domestic abuse shame on you #mentoo | Genaro Parra |
| 31 | may i ask ms. heard the reasoning you chose to stay with an abuser? i think you gave as good as you got. equality. move on. elie elis | English | may i ask ms heard the reasoning you chose to stay with an abuser? i think you gave as good as you got equality move on elie elis | Elizabeth Elis |
| 32 | i'm against women abuse but i hope someone puts you in hospital you deserve any abuse you receive | English | i'm against women abuse but i hope someone puts you in hospital you deserve any abuse you receive | Brandon Parker |
| 33 | bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser. if the rumor about you buying the uk judge to give you the results that you waited. u r definitely going to get fire n in prison😂 | English | bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser if the rumor about you buying the uk judge to give you the results that you waited u r definitely going to get fire n in prison | Brianna James |
| 34 | u are calling for justice? yes we all are for johnny not you. you really thought your lies wouldn't come back to your face. seriously u are a non role model for women. especially survivors like me and millions of others on abuse . poor excuse of a huma…see more | English | u are calling for justice? yes we all are for johnny not you you really thought your lies wouldn't come back to your face seriously u are a non role model for women especially survivors like me and millions of others on abuse poor excuse of a humasee more | Robin Schimmel |
| 35 | you’re the reason women aren’t always believed, you lying, over-privileged abuser. | English | you’re the reason women aren’t always believed, you lying, overprivileged abuser | Kayla Ramirez |
| 36 | no thanks... i don't follow abusers. you should be ashamed of yourself and all that you have done. karma will come bite you in the ass and i hope the whole world gets to see it. you're lucky he didn't put his hands on you because i would have. shame on you and everyone that thinks it's okay and think what you did wasn't wrong. i really hope you get what's coming to you. | English | no thanks i don't follow abusers you should be ashamed of yourself and all that you have done karma will come bite you in the ass and i hope the whole world gets to see it you're lucky he didn't put his hands on you because i would have shame on you and everyone that thinks it's okay and think what you did wasn't wrong i really hope you get what's coming to you | Brittany Greene |
| 37 | change your twitter to fakeamberheard real people don’t lie about abuse. especially when there’s all these people of whom it’s actually happened to who can’t get their real abusers accused. you’re literally part of the problem of why real justice can’t…see more | English | change your twitter to fakeamberheard real people don’t lie about abuse especially when there’s all these people of whom it’s actually happened to who can’t get their real abusers accused you’re literally part of the problem of why real justice can’tsee more | Kyle Edgington |
| 38 | nobody likes you. i hope every single movie you’re staring in tanks. you used, and abused a great man, and for that i hope you rot. | English | nobody likes you i hope every single movie you’re staring in tanks you used, and abused a great man, and for that i hope you rot | Nathan Donaldson |
| 39 | you are not relevant. my daughter does not look up to you. quit please. children today need to look up to people who are not abusers. your behaviour is not ok. | English | you are not relevant my daughter does not look up to you quit please children today need to look up to people who are not abusers your behaviour is not ok | Cheryl Stone |
| 40 | one million people want you out of your films, you saying your not going anywhere, lol.. its not up to you, your films will fail as no one wants to watch them, your the abuser amber h and carma is coming for you, ♥️ | English | one million people want you out of your films, you saying your not going anywhere, lol its not up to you, your films will fail as no one wants to watch them, your the abuser amber h and carma is coming for you, ♥ | Donna Falconer |
| 41 | you are a horrible human. i hope you never get hired to do anything, ever in your life. what you did is unforgettable and unforgivable. you will forever be remembered as the posterchild of abuse towards any gender and as a strong reminder that women li…see more | English | you are a horrible human i hope you never get hired to do anything, ever in your life what you did is unforgettable and unforgivable you will forever be remembered as the posterchild of abuse towards any gender and as a strong reminder that women lisee more | Kaly Quesada |
| 42 | i was going to post here with my opinion if you,but it seems so many got there before me. do you get it now amber? most women hate men that abuse women, but what we hate more, is women who abuse men. you shame us all, do not call yourself a woman. | English | i was going to post here with my opinion if you,but it seems so many got there before me do you get it now amber? most women hate men that abuse women, but what we hate more, is women who abuse men you shame us all, do not call yourself a woman | Penny Davage |
| 43 | you should be ashamed of yourself, as there are many people who do have domestic abuse. you are an abuser and you think you will win by buying the fucking judge. we have videos, audios, photos etc. for example, what about the finger, what your sister said, what your assistant said, and also that you are someone who, being committed to him, had relationships with others | English | you should be ashamed of yourself, as there are many people who do have domestic abuse you are an abuser and you think you will win by buying the fucking judge we have videos, audios, photos etc for example, what about the finger, what your sister said, what your assistant said, and also that you are someone who, being committed to him, had relationships with others | Demian Ulate |
| 44 | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it. you take the cake lady. we are absolutely disgusted in ur lies. i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr. depp and those of us who have been abused. shame on you. | English | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it you take the cake lady we are absolutely disgusted in ur lies i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr depp and those of us who have been abused shame on you | Kelly Davis |
| 45 | i am so disgusted by what you have done on this domestic violence against johnny depp. i have been a victim of domestic violence where i was almost killed. you make me sick that you use this as your way to make money. you clearly physically abused your…see more | English | i am so disgusted by what you have done on this domestic violence against johnny depp i have been a victim of domestic violence where i was almost killed you make me sick that you use this as your way to make money you clearly physically abused yoursee more | Carol Janzen |
| 46 | you have to be one of the best actresses. imagine being able to play the part of the abused when you were the abuser | English | you have to be one of the best actresses imagine being able to play the part of the abused when you were the abuser | Melissa Leigh |
| 47 | how dare you put your dirty hands on him!? we stand against abuse. | English | how dare you put your dirty hands on him!? we stand against abuse | Thays Andrade |
| 48 | i'm so sorry that people don't understand. i can't believe people can defend an abuser. | English | i'm so sorry that people don't understand i can't believe people can defend an abuser | Jodi Hamilton Marquardt |
| 49 | you belong in jail for abuse. as of right now your career is dead. | English | you belong in jail for abuse as of right now your career is dead | Jeffrey Burney |
| 50 | i know what johnny went through and it ain't good. and you ain't bad, your worse than bad your an abuser!!!! | English | i know what johnny went through and it ain't good and you ain't bad, your worse than bad your an abuser!!!! | Steven Crooks |
| 51 | @real —amberheard... lmao real pfffft.. your disgusting and disrespectful coming from a woman who has been through domestic abuse.. not only myself but my children too !! you are a shitty human | English | @real —amberheard lmao real pfffft your disgusting and disrespectful coming from a woman who has been through domestic abuse not only myself but my children too !! you are a shitty human | Tracy Kam |
| 52 | i think it’s time someone taught you what abuse was #fightclub | English | i think it’s time someone taught you what abuse was #fightclub | Kyrianne Kathleen Blocher |
| 53 | finally the verdict is in abusers come from all walks in life walk proud amber 💕🥰 | English | finally the verdict is in abusers come from all walks in life walk proud amber | Andree Gess |
| 54 | horrible actress can not act to save her life and a man abuser | English | horrible actress can not act to save her life and a man abuser | Natalie Butt |
| 55 | narcissist, abuser, not a good actress, should i go on? cause i can. | English | narcissist, abuser, not a good actress, should i go on? cause i can | Nikita Louw |
| 56 | the perpetrator is in denial and the victim is revictimised.please look at the power wheel and you can see the pattern cycle of abuse.this can be be physical or psychological.my ex husband is in denial and until they face their true selves they never will change.an abuser always justifies and gas lights and then tells everyone that they are the victim instead.it is done so well. | English | the perpetrator is in denial and the victim is revictimisedplease look at the power wheel and you can see the pattern cycle of abusethis can be be physical or psychologicalmy ex husband is in denial and until they face their true selves they never will changean abuser always justifies and gas lights and then tells everyone that they are the victim insteadit is done so well | Madoka Magica |
| 57 | why would anyone want to follow a abuser | English | why would anyone want to follow a abuser | Amy Scott |
| 58 | i don't like you, you abused johnny depp | English | i don't like you, you abused johnny depp | Oliver Shook |
| 59 | s t u p i d! #abuser | English | s t u p i d! #abuser | Chio Satsuki |
df_abuser_others = df_abuser[df_abuser.language != 'English']
print(f'{df_abuser_others.shape[0]} contributions, made by {df_abuser_others.username.nunique()} Users, In {df_abuser_others.language.nunique()} Languages')
df_abuser_others.head(2)
59 contributions, made by 48 Users, In 13 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 605 | Lesly Ortiz Cuadros | la repudio tanto como a merino!!! simple ... n... | post0_comment | NaN | NaN | NaN | NaN | True | la repudio tanto como a merino!!! simple no se... | Spanish | I repudiate her as much as merino!!! You simpl... |
| 650 | Nikky Mena | abusadora, quieres manchar a un gran hombre pe... | post0_comment | NaN | NaN | NaN | NaN | True | abusadora, quieres manchar a un gran hombre pe... | Spanish | abuser, you want to stain a great man but you ... |
df_abuser.language.value_counts()
English 363 Spanish 23 Welsh 6 Danish 6 Indonesian 5 Manx 5 un 3 Maltese 3 German 2 Portuguese 2 Bislama 1 Cebuano 1 French 1 Estonian 1 Name: language, dtype: int64
abuser_others_users = df_abuser_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(abuser_others_users.head(15), '"Abuser" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_abuser_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | la repudio tanto como a merino!!! simple ... no se puede abusar de su condición de mujer para victimizarse | Spanish | I repudiate her as much as merino!!! You simply cannot abuse your status as a woman to victimize yourself | Lesly Ortiz Cuadros |
| 1 | abusadora, quieres manchar a un gran hombre pero sabes algo el tiene muchos fans que lo apoyan más que a ti... así como se inició una petición para no tenerte en aquaman 2 se puede hacer otra para limpiar el nombre de un gran hombre como johnny depp que en mala hora se topó contigo 😡😡😡😡😡😡😡 | Spanish | abuser, you want to stain a great man but you know something he has many fans who support him more than you just as a petition was started not to have you in aquaman 2 another can be made to clear the name of a great man like johnny depp who in bad time he ran into you | Nikky Mena |
| 2 | eres una agresora y eso ya lo sabe el mundo... ahora exigimos justicia por depp y no nos cansaremos de pedirlo... #justiceforjohnnydepp. #amberheardtheabuser... | Spanish | you are an aggressor and the world already knows that now we demand justice for depp and we won't get tired of asking for it #justiceforjohnnydepp #amberheardtheabuser | Brenda Sofia Amado |
| 3 | mentirosa, abusadora, cómo puedes seguir tu vida normal sin pedir disculpas ni hacer público tú engaño? | Spanish | liar, abuser, how can you continue your normal life without apologizing or making your deception public? | Liliana Carolina Lara |
| 4 | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnny #amberheardisanabuser #amberheardisaliar | Violeta López Estrada |
| 5 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Drishka Manilall |
| 6 | disgusting abuser. rot. | Bislama | disgusting abuser rot | Mia Contreras |
| 7 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 8 | #boycottamberheard #amberheardisabuser | Cebuano | #boycottamberheard #amberheardisabuser | Jem Anastacio |
| 9 | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman #justiceforjohnny #justicefordepp | Danish | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman #justiceforjohnny #justicefordepp | Beccy Eevee Morris |
| 10 | #justiceforjohnnydeep❤️ #amberisanabuser | Danish | #justiceforjohnnydeep #amberisanabuser | Lessly Lopez Barja |
| 11 | #justiceforjohnnydepp #fuckthesun #amberheardisanabuser abusiva! | un | #justiceforjohnnydepp #fuckthesun #amberheardisanabuser abusiva! | Vanessa Moreno Luján |
| 12 | #justiceforjohnnydepp #amberheardisanabuser | Manx | #justiceforjohnnydepp #amberheardisanabuser | Ashley Miller |
| 13 | #justiceforjohnnydepp #amberistherealabuser | Manx | #justiceforjohnnydepp #amberistherealabuser | Румен Попов |
| 14 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Kaylin Tran |
| 15 | no te da vergüenza tratar de maltratador a alguien cuando en realidad lo eres tú?jugar con algo así es muy serio y denunciable pedazo de sinvergüenza!! | Spanish | Aren't you ashamed to treat someone as an abuser when in reality you are? Playing with something like that is very serious and denounceable, you piece of scoundrel!! | Inmaculada Guillen |
| 16 | eres una maltratadora | Spanish | you are an abuser | Jose L. García Lorenzo |
| 17 | perra desgraciada!! maltratadora | Spanish | miserable bitch!! abuser | ساندرا غونزاليس هرنانديز |
| 18 | hija de puta maltratadores haztelo mirar zorra | Maltese | motherfucker abusers make it look slut | Paz Garcia Martin |
| 19 | #justiceforjohnny #fuckamberheard #mengetabusedtoo…see more | un | #justiceforjohnny #fuckamberheard #mengetabusedtoosee more | Chelsea Downey |
| 20 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 21 | #justiceforjohnnydepp #amberistherealabuser | Manx | #justiceforjohnnydepp #amberistherealabuser | Румен Попов |
| 22 | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman #justiceforjohnny #justicefordepp | Danish | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman #justiceforjohnny #justicefordepp | Beccy Eevee Morris |
| 23 | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman | German | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman | Beccy Eevee Morris |
| 24 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Taylor Morse |
| 25 | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman #justiceforjohnny #justicefordepp | Danish | #istandwithjohnnydepp #justiceforjohnnydeep #amberheardisanabuser #poorbloke #amberheardbeatsonmen #vilewoman #justiceforjohnny #justicefordepp | Beccy Eevee Morris |
| 26 | vas y chigas a tu madre dos veces #amberheard abuso es abusó. | Spanish | go fuck your mom twice #amberheard abuse is abused | Lupita Diaz |
| 27 | oshe, quiero abusar de mi pareja, dame consejos :v | Spanish | oshe, I want to abuse my partner, give me advice: v | Miguel Hinojos |
| 28 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Taylor Morse |
| 29 | #justiceforjohnnydeep #ambertheabuser | Danish | #justiceforjohnnydeep #ambertheabuser | Grindelwold Alma |
| 30 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Drishka Manilall |
| 31 | #justiceforjohnnydepp #amberistherealabuser | Manx | #justiceforjohnnydepp #amberistherealabuser | Румен Попов |
| 32 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | Indonesian | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar | May Depp |
| 33 | #justiceforjohnnydepp #amberheardisanabuser | Manx | #justiceforjohnnydepp #amberheardisanabuser | Riley Faith |
| 34 | *fucking abuser* | un | *fucking abuser* | Angeline Moreno Cabrera |
| 35 | esa es la maltratadora y mentirosa? | Spanish | is that the abuser and liar? | Carlos A Guillian |
| 36 | #amberheardisanabuser | Welsh | #amberheardisanabuser | Drishka Manilall |
| 37 | #justiceforjohnnydeep #ambertheabuser | Danish | #justiceforjohnnydeep #ambertheabuser | Brenda Sofia Amado |
| 38 | maltratadora | Maltese | abuser | Judith Pablos |
| 39 | a cause d'elle, johnny deep a été évincé de pas mal de films dont les animaux fantastiques 3 que j'attendais avec hâte avant que madame ne fasse sa crise de femme "maltraitée ”. c'est tout ce que j'ai a dire. | French | because of her, johnny deep was ousted from quite a few films including fantastic beasts 3 which i was looking forward to before madam had her abused wife crisis ” that's all i have to say | Julia Eve Anna Raïlo |
| 40 | todo, no recomiendo a una pésima actriz que además mancha lo que representa una feminista, lo que representa el maltrato hacía la mujer, esta señora solo hace quedar mal a las mujeres que realmente viven un maltrato | Spanish | everything, I do not recommend a lousy actress who also stains what a feminist represents, what mistreatment of women represents, this lady only makes women who really experience abuse look bad | Maria Conchita Cruz Aleman |
| 41 | maltratadora mentirosa ambiciosa tramposa | Portuguese | abuser liar ambitious cheater | Wendy Blacutt Valda |
| 42 | ere un pésima mujer te pusiste en lugar de una mujer maltrada siendo que tue fuiste la abusador a | Spanish | You are a terrible woman, you put yourself in the place of an abused woman, since you were the abuser | Nattalie Yissenia Madrid |
| 43 | es una abusadora y violenta, ya que finguio que su ex pareja la maltrataba física y psicológicamente para arruinar su carrera y su vida, cuando en realidad el afectado fue él, lo demandó y como tiene amigos y aliados en la corte ganó el juicio que todos sabemos que fue un fraude. además ni la sociedad ni la justicia cree en el abuso hacía los hombres y ella se aprovechó de aquello también. por todo eso esta mujer no merece ser un referente ni como actriz ni como ser humano. | Spanish | she is an abuser and violent, since she pretended that her ex-partner was physically and psychologically abusing her to ruin her career and her life, when in reality he was the one affected, she sued him and as she has friends and allies in court she won the trial that everyone we know that it was a fraud also neither society nor justice believes in the abuse of men and she took advantage of that also for all that this woman does not deserve to be a reference neither as an actress nor as a human being | Liszbeth Vega Espinoza |
| 44 | diciendo la verdad acerca de que ella era la que maltrataba a johnny depp | Spanish | telling the truth about her being the one who abused johnny depp | Yessica Osco |
| 45 | mujer falsa en toda su totalidad, abusadora y extorsionita | Spanish | fake woman in its entirety, abuser and extortionist | Rick Ibarra |
| 46 | deja de mentir maldita fuiste lo peor que le pido pasar a johnny depp en su vida #justiceforjohnnydepp #amberheardisaabused | Spanish | stop lying damn you were the worst thing i asked to happen to johnny depp in his life #justiceforjohnnydepp #amberheardisaabused | Isidora Gutiérrez |
| 47 | no por que es una maltratadora #justiceforjohnnydepp | Maltese | not because she is an abuser #justiceforjohnnydepp | Talia Peña Soto de Nuñez |
| 48 | abusadora y mentirosa #justiceforjohnnydepp | Spanish | abuser and liar #justiceforjohnnydepp | Lalita Trujillo |
| 49 | mentirosa y abusadora, asco de persona | Spanish | liar and abuser, disgusting person | Fausto Cortes |
| 50 | #justiceforjohnnydeep. esta mujer es una arpia, viendo los videos y grabaciones esta claro que ella lo maltrataba #amberheardisanabuser a mi nadie me está pagando por decir esto claramente ella está mal de la cabeza y como es que sigue normal con su trabajo en el cine ella es un mal ejemplo!! con esos antecedentes que tiene #johnnydeppisinnocent #boycottaquaman2 | Spanish | #justiceforjohnnydeep this woman is a harpy, seeing the videos and recordings it is clear that she mistreated him #amberheardisanabuser no one is paying me to say this clearly she is out of her mind and how is she still normal with her work in the cinema is a bad example! with that background that she has #johnnydeppisinnocent # boycottaquaman2 | Sally N. Pumaleque Incalla |
| 51 | abuso y maltrato hacia johnny deep, se debe hacer justicia de alguna forma, se debe tener la igualdad, no el machismo, no el feminismo, simplemente un balance, y qué pasa cuando un hombre es maltratado? se ríen, pero con una mujer se vuelven locos, debe existir un punto medio e igual | Spanish | abuse and mistreatment of johnny deep, justice must be done in some way, equality must be had, not machismo, not feminism, simply a balance, and what happens when a man is mistreated? they laugh, but with a woman they go crazy, there must be a middle and equal point | Iván Cortés |
| 52 | #justiceforjohnnydeppp él maltrato no tiene género.. | Spanish | #justiceforjohnnydeppp abuse has no gender | Yene Gonzalez |
| 53 | #abuser #justicemustbemade | Estonian | #abuser #justicemustbemade | Lizbeth Ginez |
| 54 | maltratadora, mentirosa, mala mujer. | Spanish | abuser, liar, bad woman | Erik Montes |
| 55 | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #wejustdontlikeyouamber #wejustdontlikeyouamberheard | German | #justiceforjohnnydepp #amberheardisanabuser #amberheardisaliar #wejustdontlikeyouamber #wejustdontlikeyouamberheard | Nat EB |
| 56 | #amberheardisanabuser #amberheardisaliar | Indonesian | #amberheardisanabuser #amberheardisaliar | Urbana Costa Rica |
| 57 | mentirosa, maltratadora y manipulaladora | Portuguese | liar, abuser and manipulator | Tamara Bañares |
| 58 | que pida perdón públicamente a jonhy deep, maldita maltratadora | Spanish | publicly apologize to johnhy deep, damn abuser | Diego Gavilán |
df_bitch1 = df_comments[df_comments.translated.str.contains('bitch')]
df_bitch2 = df_comments[df_comments.comment.str.contains('bitch')]
df_bitch = df_bitch1.append(df_bitch2)
df_bitch.drop_duplicates(inplace=True)
print(f'{df_bitch.shape[0]} contributions, made by {df_bitch.username.nunique()} Users, In {df_bitch.language.nunique()} Languages')
df_bitch.head(2)
262 contributions, made by 246 Users, In 16 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 46 | John Jeffries | stupid bitch fuck u and your twitter | post0_comment | NaN | NaN | NaN | NaN | True | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter |
| 133 | Aniela Dymecka | you shouldn't have any social media, ambitch. ... | post0_comment | NaN | NaN | NaN | NaN | True | you shouldn't have any social media, ambitch y... | English | you shouldn't have any social media, ambitch y... |
bitch_users = df_bitch.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(bitch_users.head(15), '"B*tch" Top Commented Users', threshold=0, c=0)
df_bitch.comment.value_counts().head()
bitch 8 fuck you bitch 5 perra 5 bitch. 4 fuck (and i cannot stress this enough) that bitch amber heard 4 Name: comment, dtype: int64
df = df_bitch[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter | John Jeffries |
| 1 | you shouldn't have any social media, ambitch. you just haven't life now. you will never win with johnny and deppheads! we don't want to know you. | English | you shouldn't have any social media, ambitch you just haven't life now you will never win with johnny and deppheads! we don't want to know you | Aniela Dymecka |
| 2 | wow.. what a gold digging bitch. that is so fucked up what you are doing to johnny. i hope something horrible happens to you. | English | wow what a gold digging bitch that is so fucked up what you are doing to johnny i hope something horrible happens to you | George Barone |
| 3 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | German | the alleged proof photo is just ridiculous! anyone who has had a hard day could be photographed like that, i would agree with jonny d on true greatness and show that i have character in my body and not act like an offended girl in a bitch shed, like in kindergarten, oh sorry they have more crabs | Katharina Schäfer |
| 4 | aunque no te gusta y no quieras johnny depp va estar aun mucho mejor sin ti y no creas que te saliste con la tuya bitch | Spanish | even if you don't like it and don't want to johnny depp it will be even better without you and don't think you got away with it bitch | Madeleinne Palacios |
| 5 | amber heard is the definition of “bitches aint shit” | English | amber heard is the definition of “bitches aint shit” | Cheyenne McGlasson |
| 6 | any one has a book on how to beat a bitch better? pliz i needa borrow it | English | any one has a book on how to beat a bitch better? pliz i needa borrow it | Emmanoel Obalim Any |
| 7 | jhonny deep es y siempre será grindelwald..!!! #justiceforjohnnydeep #potterheadsupportsjonny #amberheardbitch | Spanish | jhonny deep is and always will be grindelwald!!! #justiceforjohnnydeep #potterheadsupportsjonny #amberheardbitch | Roscibel Leiv |
| 8 | mrcho, měli by tě vyhodit ze všech filmů. zničila jsi skvělého člověka a herce jen ze svého rozmaru🤬🤬🤬 chce se mi z tebe 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 | Czech | bitch, they should kick you out of all the movies you ruined a great person and the actor just out of his whim wants me out of you | Lenka Wellnerova Safrankova |
| 9 | honestly if you are a toxic bitch then i don’t know what you are. you should be ashamed of yourself. can’t believe ur parents raised you to be like this. so happy ur being removed from aqua man 2 i mean it’s a shit series anyway so🤷🏼♀️ this is why so many men are afraid to speak up. hope you go to jail hun xoxox 😘😘 | English | honestly if you are a toxic bitch then i don’t know what you are you should be ashamed of yourself can’t believe ur parents raised you to be like this so happy ur being removed from aqua man 2 i mean it’s a shit series anyway so🤷♀ this is why so many men are afraid to speak up hope you go to jail hun xoxox | Olivia Greenstreet |
| 10 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Spanish | heartless bitch!!!! you just grabbed jd as a platform to get fame and now you're sinking all by yourself because of your fallacies towards him!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 11 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | French | I wish you prison no class eat in the middle of a trial it sets the tone for you bitch i hope you go on jail! | Fad Drissi |
| 12 | karma is a bitch isn’t girl? | English | karma is a bitch isn’t girl? | Cheryl Kopperud |
| 13 | por que no mejor te suicidas por la mierda que eres y nos lo transmites en vivo, eso si que daría gusto perra. | Spanish | why don't you kill yourself for the shit you are and broadcast it to us live, that would be nice bitch | Gabrielle Riddle |
| 14 | disgusting human being. karma's a bitch and she'll come around sooner or later. | English | disgusting human being karma's a bitch and she'll come around sooner or later | Olibama Margaret Maestas |
| 15 | perra asquerosa no mereces la fama que tienes ! desde colombia odiamos tu falsa imagen y amamos a jhonny das asco | Spanish | filthy bitch you don't deserve the fame you have! from colombia we hate your false image and we love jhonny das disgust | Valentina Lucy |
| 16 | evil bitch | English | evil bitch | Lee Tache Ting |
| 17 | stronza 😤😤😤😤 | Romansh | bitch | Emy Russo |
| 18 | b.i.t.c.h | English | bitch | Julio Esparza |
| 19 | 🚫🚫🚫no ver las películas de ambitch, ni en las que han excluido a johnny depp 🚫🚫🚫 #justiceforjohnnydepp #johnnydeppisinnocent …see more | English | no ver las películas de ambitch, ni en las que han excluido a johnny depp #justiceforjohnnydepp #johnnydeppisinnocent see more | Chio Pereyra |
| 20 | remember, karma is a big mean bitch | English | remember, karma is a big mean bitch | Barb Radd |
| 21 | #ditchthebitch ⬅️ that's you... | English | #ditchthebitch ⬅ that's you | Christine Moore |
| 22 | karma is a bitch! everyone should boycott everything your in!!! i pray that you lose everything! | English | karma is a bitch! everyone should boycott everything your in!!! i pray that you lose everything! | Evette Nuñez |
| 23 | fuck u bitch :) | English | fuck u bitch : | Marisol Gomez |
| 24 | fucking bitch | English | fucking bitch | Denil Lopez Moreno |
| 25 | fuck you bitch!!! | English | fuck you bitch!!! | Blackwater David |
| 26 | bitch. | English | bitch | Rosario Beatriz de Sanchez |
| 27 | bitch | English | bitch | Martinez Jose |
| 28 | you’re a dumb cunt abusive ugly ass bitch. go fuck yourself | English | you’re a dumb cunt abusive ugly ass bitch go fuck yourself | Austin Parker |
| 29 | fuck you bitch your pussy is rotten | English | fuck you bitch your pussy is rotten | Александър Петров |
| 30 | youre a man abuser, you’re a fucking cunt, i hope your ass gets beat in jail bitch | English | youre a man abuser, you’re a fucking cunt, i hope your ass gets beat in jail bitch | Riss Middleton |
| 31 | sad sick crazy bitch | English | sad sick crazy bitch | Leila Hollis |
| 32 | devi morire troia | Italian | you must die bitch | Luca Cianci |
| 33 | maldita perra!!!!! 😠 | Spanish | damn bitch!!!!! | Fabi La Pillo |
| 34 | fuck this bitch | English | fuck this bitch | Javier Esqueda |
| 35 | fuckin ugly ass bitch retarded crazy | English | fuckin ugly ass bitch retarded crazy | Chris Datwhite |
| 36 | hope you burn in hell you dirty bitch | English | hope you burn in hell you dirty bitch | NiNi Green |
| 37 | no ones arsed u bitch! | English | no ones arsed u bitch! | Clayton Whittaker |
| 38 | fuck you bitch | English | fuck you bitch | Karim Aboel Magd |
| 39 | girl your on court tv.at 200am. your a crazy bitch. playing the poor girl game. johnny depp can have any woman. he dont need a crazy lying one. johnny wins... | English | girl your on court tvat 200am your a crazy bitch playing the poor girl game johnny depp can have any woman he dont need a crazy lying one johnny wins | Troy Torneo |
| 40 | leave jony alone you bitch | English | leave jony alone you bitch | Ali S Kareem |
| 41 | you lying bitch! | English | you lying bitch! | Jan Nagode |
| 42 | you are a bitch. | English | you are a bitch | Ana Laurence |
| 43 | crazy bitch | English | crazy bitch | Juliana M Hernández |
| 44 | bitch. | English | bitch | Caro Wonder |
| 45 | boycot this kind of human, dont look movies with amber bitch | English | boycot this kind of human, dont look movies with amber bitch | Frank Wermeling |
| 46 | fuck you bitch! | English | fuck you bitch! | Mari Vic |
| 47 | puta zorra de mierda ojalá te lleve la chingada | Spanish | fucking bitch I hope you get the fuck | Gabrielle Snape |
| 48 | you're a big fcking shame..crazy bitch | English | you're a big fcking shamecrazy bitch | Daisy in 't Groen |
| 49 | stupid bitch | English | stupid bitch | Telespalla Mash |
| 50 | bitch, fuck you! | English | bitch, fuck you! | Roman Herrera |
| 51 | wouldn't 'follow' you if my life depended on it you sick & twisted bitch 🤬 from someone who actually was physically, verbally & mentally abused by an ex - go fuck yourself!!! i'm team johnny ✊ | English | wouldn't 'follow' you if my life depended on it you sick & twisted bitch from someone who actually was physically, verbally & mentally abused by an ex go fuck yourself!!! i'm team johnny ✊ | Jane Richardson |
| 52 | amber the slut ahaha karma is a bitch bitch | English | amber the slut ahaha karma is a bitch bitch | Diogo Seven |
| 53 | perra | Spanish | bitch | Christian Alejandro |
| 54 | perra hptaxdxd | Spanish | hptaxdxd bitch | Yorman Ricardo |
| 55 | who cares u bitch😈😈 | English | who cares u bitch | Ayoosh Punk |
| 56 | chinga tu perra madre zorra puta pendeja ojalá te coja un burro | Spanish | fuck your bitch mother bitch bitch pendeja I hope a donkey fucks you | Esteban Romero Hernandez |
| 57 | bitch amber fuck you | English | bitch amber fuck you | Dülzineä Lëstrange |
| 58 | you'd better hide yourself bitch | English | you'd better hide yourself bitch | Philippe Duverger |
| 59 | bitch die | English | bitch die | Karlos Alvz |
df_bitch_others = df_bitch[df_bitch.language != 'English']
print(f'{df_bitch_others.shape[0]} contributions, made by {df_bitch_others.username.nunique()} Users, In {df_bitch_others.language.nunique()} Languages')
df_bitch_others.head(2)
75 contributions, made by 74 Users, In 15 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 276 | Katharina Schäfer | das angebliche beweisfoto ist einfach lächerli... | post0_comment | NaN | NaN | NaN | NaN | True | das angebliche beweisfoto ist einfach lächerli... | German | the alleged proof photo is just ridiculous! an... |
| 344 | Madeleinne Palacios | aunque no te gusta y no quieras johnny depp va... | post0_comment | NaN | NaN | NaN | NaN | True | aunque no te gusta y no quieras johnny depp va... | Spanish | even if you don't like it and don't want to jo... |
df_bitch.language.value_counts()
English 187 Spanish 56 Sinhala 3 Italian 2 Maltese 2 Portuguese 2 German 1 Czech 1 French 1 Romansh 1 Aymara 1 Chinese 1 Klingon 1 Norwegian 1 Danish 1 Maori 1 Name: language, dtype: int64
bitch_others_users = df_bitch_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(bitch_others_users.head(15), '"B*tch" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_bitch_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | das angebliche beweisfoto ist einfach lächerlich !!! jeder der einen harten tag hinter sich hat, könnte quasi so fotografiert werden,ich würde mich mit wahrhafter größe mit jonny d. einigen und zeigen das ich karakter im leib hab und nicht wie eine beleidigte im zickenstall aufführen,wie im kindergarten,oh sorry die haben mehr kribs | German | the alleged proof photo is just ridiculous! anyone who has had a hard day could be photographed like that, i would agree with jonny d on true greatness and show that i have character in my body and not act like an offended girl in a bitch shed, like in kindergarten, oh sorry they have more crabs | Katharina Schäfer |
| 1 | aunque no te gusta y no quieras johnny depp va estar aun mucho mejor sin ti y no creas que te saliste con la tuya bitch | Spanish | even if you don't like it and don't want to johnny depp it will be even better without you and don't think you got away with it bitch | Madeleinne Palacios |
| 2 | jhonny deep es y siempre será grindelwald..!!! #justiceforjohnnydeep #potterheadsupportsjonny #amberheardbitch | Spanish | jhonny deep is and always will be grindelwald!!! #justiceforjohnnydeep #potterheadsupportsjonny #amberheardbitch | Roscibel Leiv |
| 3 | mrcho, měli by tě vyhodit ze všech filmů. zničila jsi skvělého člověka a herce jen ze svého rozmaru🤬🤬🤬 chce se mi z tebe 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 | Czech | bitch, they should kick you out of all the movies you ruined a great person and the actor just out of his whim wants me out of you | Lenka Wellnerova Safrankova |
| 4 | perra sin corazón!!!! sólo agarraste a jd cómo plataforma para obtener fama y ahora tú solita te estás hundiendo por tus falacias hacía él!!!! #justiciaparajhonnydepp | Spanish | heartless bitch!!!! you just grabbed jd as a platform to get fame and now you're sinking all by yourself because of your fallacies towards him!!!! #justiciaparajhonnydepp | Nicte Farkas |
| 5 | je vous souhaite la prison aucune classe mangez en pleins procès ça donne le ton sur vous une connasse . i hope you go on jail! | French | I wish you prison no class eat in the middle of a trial it sets the tone for you bitch i hope you go on jail! | Fad Drissi |
| 6 | por que no mejor te suicidas por la mierda que eres y nos lo transmites en vivo, eso si que daría gusto perra. | Spanish | why don't you kill yourself for the shit you are and broadcast it to us live, that would be nice bitch | Gabrielle Riddle |
| 7 | perra asquerosa no mereces la fama que tienes ! desde colombia odiamos tu falsa imagen y amamos a jhonny das asco | Spanish | filthy bitch you don't deserve the fame you have! from colombia we hate your false image and we love jhonny das disgust | Valentina Lucy |
| 8 | stronza 😤😤😤😤 | Romansh | bitch | Emy Russo |
| 9 | devi morire troia | Italian | you must die bitch | Luca Cianci |
| 10 | maldita perra!!!!! 😠 | Spanish | damn bitch!!!!! | Fabi La Pillo |
| 11 | puta zorra de mierda ojalá te lleve la chingada | Spanish | fucking bitch I hope you get the fuck | Gabrielle Snape |
| 12 | perra | Spanish | bitch | Christian Alejandro |
| 13 | perra hptaxdxd | Spanish | hptaxdxd bitch | Yorman Ricardo |
| 14 | chinga tu perra madre zorra puta pendeja ojalá te coja un burro | Spanish | fuck your bitch mother bitch bitch pendeja I hope a donkey fucks you | Esteban Romero Hernandez |
| 15 | pinche perra | Spanish | fucking bitch | Joselyn Medina |
| 16 | perra mentirosa!! | Spanish | lying bitch!! | Alessio Balia |
| 17 | perra sarnosa. | Aymara | mangy bitch | Maria C Quiceno |
| 18 | ජොනී අයියට මොනව හරි කරල තිබ්බොත් ටෞකෝනවා 😬 පට්ට බැල්ලි 😐 | Sinhala | If anything had been done to Johnny's brother, Toucan would be a bitch | Naveenda Oshajith Vidhanahena |
| 19 | sos mucha perra para tan buen hombre... ojalá ya no te contraten más te me caíste | Spanish | you're too much of a bitch for such a good man I hope they don't hire you anymore you fell for me | Emyly Opardo |
| 20 | perra maldita!!!!! como pudiste haver esto a un ser humano, te mereces lo peor del mundo, ojalá que nadie te contrate, recuerda quenque karma llega!!!! | Spanish | damn bitch!!!!! how could you do this to a human being, you deserve the worst in the world, I hope no one hires you, remember that karma comes!!!! | Francisco Javier |
| 21 | eres una perra | Spanish | you are a bitch | Bren Bren HV |
| 22 | perra :3 | Spanish | bitch :3 | Ludwing Cahui Naira |
| 23 | cómo anda la zorra 🤣🤣🤣🤣 | Spanish | how is the bitch 🤣🤣🤣🤣 | Mara Bessio |
| 24 | perra | Spanish | bitch | Marii Josee |
| 25 | est hija de puta es una basura mentirosa ojala te llegue ese periodo y te muera perra | Spanish | this daughter of a bitch is a lying trash I hope that period will come to you and you will die bitch | AnDrés MeNesés |
| 26 | perra hija de puta | Maltese | motherfucker bitch | Kevin Cardona Vasquez |
| 27 | perra desgraciada!! maltratadora | Spanish | miserable bitch!! abuser | ساندرا غونزاليس هرنانديز |
| 28 | puta perra | Spanish | fucking bitch | Hector Prado |
| 29 | eres una perra culera | Spanish | you are a shitty bitch | Alo Tole |
| 30 | maldita puta basura de mierda.. | Spanish | fucking fucking garbage bitch | Carlos Jovany Echeverria Zamora |
| 31 | vete a la mierda perra | Spanish | fuck you bitch | Luis Manuel Martinez |
| 32 | perra loca | Spanish | crazy bitch | Mina Sierra |
| 33 | perra loca !! | Spanish | crazy bitch!! | Jafet Flores Mtz |
| 34 | maldita perra loca!!!!!😡😡😡😡 | Spanish | fucking crazy bitch!!!!! | HR Calderón |
| 35 | desde méxico, los narcos irán por ti zorra | Spanish | from mexico, the narcos will go for you bitch | Miguel Alexis Aviles Núñez |
| 36 | maldita perra sin corazón. | Spanish | fucking heartless bitch | Iris Ramos |
| 37 | hija de perra | Maltese | daughter of a bitch | Francisco Zapata |
| 38 | perra maldita farsante | Spanish | fucking phony bitch | Mario Tenorio |
| 39 | maldita perra eres un asco de persona, ojalá toda tu carrera se vaya a la mierda | Spanish | Damn bitch you're a disgusting person, I hope your whole career goes to shit | Silvia Pellecer |
| 40 | 婊子 | Chinese | bitch | Xibei Chen |
| 41 | zorra de mierda!!! | Spanish | fucking bitch!!! | Jailedcita Mija |
| 42 | perra. | Spanish | bitch | Valerie Moreno Padilla |
| 43 | drogadicta perra | Spanish | junkie bitch | Edu A Pleno |
| 44 | perra | Spanish | bitch | Lourette Aries |
| 45 | eres una perra maldita | Spanish | you are a fucking bitch | Dark Morgen Dorfer |
| 46 | ojalá te mueras maldita perra | Spanish | I hope you die damn bitch | Patricia Cruz |
| 47 | merece morrer vagabunda | Portuguese | deserve to die bitch | Gustavo Castelli |
| 48 | pinche loca de mierda | Spanish | fucking crazy bitch | Bruno Paleta |
| 49 | sos una maldita perra y ojala la estes pagando por todo lo que hiciste. puta | Spanish | you are a damn bitch and I hope you are paying her for everything you did bitch | Cris Vega |
| 50 | não. cadela | Portuguese | no bitch | Ana Clara |
| 51 | eres un maldita, espero te hagan todo lo que le hiciste a él, maldita zorra | Spanish | you're a motherfucker, i hope they do to you what you did to him, you fucking bitch | Andrés Gellibert |
| 52 | nadie quiere ver a una perra sacándose fotos cuando envejescas tus tetas estarán por piso y tú culo se estará pudriendo de la mierda de mentiras que salen de tu boca 💩💩perraaaaaaa2💩 | Spanish | nobody wants to see a bitch taking pictures of herself when you get old your boobs will be on the floor and your ass will be rotting from the shit of lies that come out of your mouth bitch2 | Yosoy L Quien Mas |
| 53 | puta vieja loca en un manicomio devieras estar basura humana | Spanish | crazy old bitch in a madhouse you should be human trash | Angie Murad |
| 54 | perra loca | Spanish | crazy bitch | Mayra Rutty Mendoza |
| 55 | f×ck u bbbitchhhh | Klingon | f×ck u bbbitchhhh | Regina Victoria |
| 56 | maldita perra mentirosa. | Spanish | fucking lying bitch | Rouz Rz |
| 57 | calla zorra, vas a caer como el hidemburg. y tendrás lo que te mereces mala persona. | Spanish | shut up bitch, you're going to fall like hidemburg and you'll get what you deserve bad person | Sidharta Martin |
| 58 | maldita perra! | Spanish | damn bitch! | Carolina Wenzel Vilches |
| 59 | zorra 🥵🥴 | Norwegian | bitch 🥵 | Christian Benavides |
df_psycho1 = df_comments[df_comments.translated.str.contains('psycho')]
df_psycho2 = df_comments[df_comments.comment.str.contains('psycho')]
df_psycho = df_psycho1.append(df_psycho2)
df_psycho.drop_duplicates(inplace=True)
print(f'{df_psycho.shape[0]} contributions, made by {df_psycho.username.nunique()} Users, In {df_psycho.language.nunique()} Languages')
df_psycho.head(2)
55 contributions, made by 50 Users, In 6 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 424 | Madoka Magica | the perpetrator is in denial and the victim is... | post0_comment | NaN | NaN | NaN | NaN | True | the perpetrator is in denial and the victim is... | English | the perpetrator is in denial and the victim is... |
| 508 | Petter Nerman | you are a straight up psychopath taking advant... | post0_comment | NaN | NaN | NaN | NaN | True | you are a straight up psychopath taking advant... | English | you are a straight up psychopath taking advant... |
psycho_users = df_psycho.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(psycho_users.head(15), '"Psycho" Top Commented Users', threshold=0, c=0)
df_psycho.comment.value_counts().head()
she needs help. and not the kind of help a husband can give. life long serious psychiatric help, psychotherapy and medication. that's the thing with abusers they always want to be in control and if there's nobody there they are not in control. they ta…see more 4 psicopata 2 the perpetrator is in denial and the victim is revictimised.please look at the power wheel and you can see the pattern cycle of abuse.this can be be physical or psychological.my ex husband is in denial and until they face their true selves they never will change.an abuser always justifies and gas lights and then tells everyone that they are the victim instead.it is done so well. 1 deja en paz a depp y busca un psicólogo por favor 😒 1 nasty, rotten, dirty, lying psycho bitch! 1 Name: comment, dtype: int64
df = df_psycho[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | the perpetrator is in denial and the victim is revictimised.please look at the power wheel and you can see the pattern cycle of abuse.this can be be physical or psychological.my ex husband is in denial and until they face their true selves they never will change.an abuser always justifies and gas lights and then tells everyone that they are the victim instead.it is done so well. | English | the perpetrator is in denial and the victim is revictimisedplease look at the power wheel and you can see the pattern cycle of abusethis can be be physical or psychologicalmy ex husband is in denial and until they face their true selves they never will changean abuser always justifies and gas lights and then tells everyone that they are the victim insteadit is done so well | Madoka Magica |
| 1 | you are a straight up psychopath taking advantage of female privilege to abuse and slander a man. this is what feminism looks like. | English | you are a straight up psychopath taking advantage of female privilege to abuse and slander a man this is what feminism looks like | Petter Nerman |
| 2 | we need to talk...🙏 im begging you let it go please enough is enough your hurting yourself and mr. depp i defended both of yall but at this point he seems to be the one guarding himself and at this time it can be claimed as psychological abuse from you…see more | English | we need to talk im begging you let it go please enough is enough your hurting yourself and mr depp i defended both of yall but at this point he seems to be the one guarding himself and at this time it can be claimed as psychological abuse from yousee more | Kevin Jones |
| 3 | my sweet love is innocent and you physically, emotionally, mentally, and psychologically abused johnny depp. i ❤ him truly, honestly, sincerely and unconditionally always and forever his truly and sincerely leslie rose depp from mission, texas ♊♎💍⚓💋❤🥂🍷🍷. he's mine now | English | my sweet love is innocent and you physically, emotionally, mentally, and psychologically abused johnny depp i him truly, honestly, sincerely and unconditionally always and forever his truly and sincerely leslie rose depp from mission, texas ♊♎⚓🥂 he's mine now | Leslie Kelley |
| 4 | your so gross. you literally acted like a victim when johnny was actual the one suffering. you can clearly see he’s suffering and your a fucking psycho | English | your so gross you literally acted like a victim when johnny was actual the one suffering you can clearly see he’s suffering and your a fucking psycho | Kirstie Anyiah Lopez |
| 5 | johny depp is a child rape apologist and a psycho. give systematic misogyny a kick in its own groin! #fjd | English | johny depp is a child rape apologist and a psycho give systematic misogyny a kick in its own groin! #fjd | Lena Donaker |
| 6 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 7 | you’re psychotic. how can you have the audacity to lie about abuse that’s seriously so disgusting. you need to be locked up in a mental institution. you’re destroying the people who’ve actually experienced domestic violence credibility. you’re the reason abuse victims aren’t taken seriously! | English | you’re psychotic how can you have the audacity to lie about abuse that’s seriously so disgusting you need to be locked up in a mental institution you’re destroying the people who’ve actually experienced domestic violence credibility you’re the reason abuse victims aren’t taken seriously! | Savannah Ferraris |
| 8 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Spanish | neither with all the money you took from jhonny, nor with all the humiliation you made him go through, you will never be happy in life, there is a karma and you will see it soon psychopath | Bladimir Martinez |
| 9 | psychopath no thanks | English | psychopath no thanks | Lonnie Mather |
| 10 | psychotic parasite........ | English | psychotic parasite | Tom Husband |
| 11 | no thank you i don't follow jealous liars and psychopaths. ❤️ johny depp and always will. your lies don't deter us. 🏴🏴🇬🇧 | English | no thank you i don't follow jealous liars and psychopaths johny depp and always will your lies don't deter us | Suzanne Ovenden |
| 12 | disgusting psycho!! | Interlingue | disgusting psycho!! | Karito Inchausti |
| 13 | psycho... | English | psycho | Ennith Villagrán |
| 14 | psycho!! | English | psycho!! | Nox Orellana Alcon |
| 15 | i hope you can be live from jail!!! dirty bitch psycho | English | i hope you can be live from jail!!! dirty bitch psycho | Nikky Pisani |
| 16 | #evil #psycho #liar | English | #evil #psycho #liar | Sandra Rodriguez Taveras |
| 17 | psycho+bitch+liar+witch+slut+trash=amber heard | English | psycho+bitch+liar+witch+slut+trash=amber heard | Wil Belin |
| 18 | gold digging psycho!!! | English | gold digging psycho!!! | Barbara Nelson Parks |
| 19 | hope you enjoy your karma for trying to ruin johnny depp's career you psychopath. | English | hope you enjoy your karma for trying to ruin johnny depp's career you psychopath | Tamara Denton |
| 20 | psychopath | Sanskrit | psychopath | Cary Monillas Camacho |
| 21 | you are a sick psychopath. you are not ashamed to talk about psychology andand violence against women when you are deranged and sick aggressively | English | you are a sick psychopath you are not ashamed to talk about psychology andand violence against women when you are deranged and sick aggressively | Ander Cesar Soares |
| 22 | you can turn off insta comments but you’re still a shitty person you psychotic biotch!!!!! | English | you can turn off insta comments but you’re still a shitty person you psychotic biotch!!!!! | Dylan Ellis |
| 23 | you're a psychopath bitch! | English | you're a psychopath bitch! | May Cabrera Watanabe |
| 24 | psicopata | Swahili | psycho | Juan Jesús |
| 25 | psicópata | Swahili | psychopath | Gessamí Villalva De Cruz |
| 26 | she needs help. and not the kind of help a husband can give. life long serious psychiatric help, psychotherapy and medication. that's the thing with abusers they always want to be in control and if there's nobody there they are not in control. they ta…see more | English | she needs help and not the kind of help a husband can give life long serious psychiatric help, psychotherapy and medication that's the thing with abusers they always want to be in control and if there's nobody there they are not in control they tasee more | Barbra Ann Rowe |
| 27 | you are a very disturbed woman, and you need medicated and divine intervention, immediately. #evil #psycho #liar | English | you are a very disturbed woman, and you need medicated and divine intervention, immediately #evil #psycho #liar | Sandra Rodriguez Taveras |
| 28 | deja en paz a depp y busca un psicólogo por favor 😒 | Spanish | leave depp alone and find a psychologist please | Jacky Bustos |
| 29 | nasty, rotten, dirty, lying psycho bitch! | English | nasty, rotten, dirty, lying psycho bitch! | Jamie Jeffries |
| 30 | you are a psychopath bitch | English | you are a psychopath bitch | Bardwell M. Woods |
| 31 | she needs help. and not the kind of help a husband can give. life long serious psychiatric help, psychotherapy and medication. that's the thing with abusers they always want to be in control and if there's nobody there they are not in control. they ta…see more | English | she needs help and not the kind of help a husband can give life long serious psychiatric help, psychotherapy and medication that's the thing with abusers they always want to be in control and if there's nobody there they are not in control they tasee more | Barbra Ann Rowe |
| 32 | fck u psycho and those who supported you. | English | fck u psycho and those who supported you | Donald Muthami Ngugi |
| 33 | psychopath... we see you for what you are now | English | psychopath we see you for what you are now | Irshad Ahamed Ilyas |
| 34 | realmente sos una psicópata, como es que te contratan? das asco! | German | you really are a psychopath, how do they hire you? you're disgusting! | Nanu Mercedes |
| 35 | #psychopath!!!! | Sanskrit | #psychopath!!!! | Manilyn Sansano |
| 36 | domestic violence victim my ass. u are a psychopath. the ugliest human being out there. | English | domestic violence victim my ass u are a psychopath the ugliest human being out there | Ghevont Lucararian |
| 37 | you really don't deserve to be human.you're a psychopath and a domestic gangster.who do you think will listen to your damn speech?😡🤬😠 | English | you really don't deserve to be humanyou're a psychopath and a domestic gangsterwho do you think will listen to your damn speech? | Ga Min Kim |
| 38 | she needs help. and not the kind of help a husband can give. life long serious psychiatric help, psychotherapy and medication. that's the thing with abusers they always want to be in control and if there's nobody there they are not in control. they ta…see more | English | she needs help and not the kind of help a husband can give life long serious psychiatric help, psychotherapy and medication that's the thing with abusers they always want to be in control and if there's nobody there they are not in control they tasee more | Barbra Ann Rowe |
| 39 | you’ve got ted bundy eyes. dirty psychopath. | English | you’ve got ted bundy eyes dirty psychopath | NiNi Green |
| 40 | psicopata | Swahili | psycho | Juan Jesús |
| 41 | she needs help. and not the kind of help a husband can give. life long serious psychiatric help, psychotherapy and medication. that's the thing with abusers they always want to be in control and if there's nobody there they are not in control. they ta…see more | English | she needs help and not the kind of help a husband can give life long serious psychiatric help, psychotherapy and medication that's the thing with abusers they always want to be in control and if there's nobody there they are not in control they tasee more | Barbra Ann Rowe |
| 42 | crazy psycho | English | crazy psycho | Vanessa Gautier |
| 43 | highly don’t recommend someone who is a chronic abuser then laughs in the abused face and calls them a baby. she went as far as to cut her ex husbands finger off then cry like she is a victim. talk about a psycho. | English | highly don’t recommend someone who is a chronic abuser then laughs in the abused face and calls them a baby she went as far as to cut her ex husbands finger off then cry like she is a victim talk about a psycho | Elisa Marie |
| 44 | she’s an abuser and doesn’t deserve to be in any movie, especially considering she’s a rubbish actress! she’s a nasty psychopathic narcissistic bully and needs to be locked up! | English | she’s an abuser and doesn’t deserve to be in any movie, especially considering she’s a rubbish actress! she’s a nasty psychopathic narcissistic bully and needs to be locked up! | Aimee Louise Noone |
| 45 | scumbag. liar. abuser. psychopath. terrible acting. | English | scumbag liar abuser psychopath terrible acting | Sky Dudero Flippo |
| 46 | es una abusadora y violenta, ya que finguio que su ex pareja la maltrataba física y psicológicamente para arruinar su carrera y su vida, cuando en realidad el afectado fue él, lo demandó y como tiene amigos y aliados en la corte ganó el juicio que todos sabemos que fue un fraude. además ni la sociedad ni la justicia cree en el abuso hacía los hombres y ella se aprovechó de aquello también. por todo eso esta mujer no merece ser un referente ni como actriz ni como ser humano. | Spanish | she is an abuser and violent, since she pretended that her ex-partner was physically and psychologically abusing her to ruin her career and her life, when in reality he was the one affected, she sued him and as she has friends and allies in court she won the trial that everyone we know that it was a fraud also neither society nor justice believes in the abuse of men and she took advantage of that also for all that this woman does not deserve to be a reference neither as an actress nor as a human being | Liszbeth Vega Espinoza |
| 47 | she's a abusive, manipulative psycho and gives women everywhere a bad name. | English | she's a abusive, manipulative psycho and gives women everywhere a bad name | Carissa Shepard |
| 48 | she’s an abusive psycho and shouldn’t be making money from it! | English | she’s an abusive psycho and shouldn’t be making money from it! | Jessi Lyn Schweizer |
| 49 | es una sicopata mentirosa que mal utiliza el movimiento me too | Spanish | he is a lying psychopath who misuses the movement me too | Evelyn Diaz |
| 50 | #justiceforjohnnydepp horrible psychotic woman. deserves to be in jail. | English | #justiceforjohnnydepp horrible psychotic woman deserves to be in jail | Paige Cadwallader |
| 51 | debería llevar atención psicológica y tal vez hasta psiquiátrica, mitomana! | Spanish | You should take psychological care and maybe even psychiatric care, mythomaniac! | Nanny Mma |
| 52 | she is a psycho lying pos | English | she is a psycho lying pos | Yvonne Thompson |
| 53 | #justiceforjohnnydepp loca psicópata tóxica de mierda, espero que te quiten todos los futuros proyectos, seguí comprando a la "justicia" | Spanish | #justiceforjohnnydepp crazy fucking toxic psycho hope they take all future projects from you keep buying justice | Valery García |
| 54 | lying, career thieving, psycho. justice for my boy depp | English | lying, career thieving, psycho justice for my boy depp | Braden Dewitt |
df_psycho_others = df_psycho[df_psycho.language != 'English']
print(f'{df_psycho_others.shape[0]} contributions, made by {df_psycho_others.username.nunique()} Users, In {df_psycho_others.language.nunique()} Languages')
df_psycho_others.head(2)
14 contributions, made by 13 Users, In 5 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 817 | Cristina Porras Herrera | no te da vergüenza estar acá, mentirosa. abusa... | post0_comment | NaN | NaN | NaN | NaN | True | no te da vergüenza estar acá, mentirosa abusad... | Spanish | you're not ashamed to be here, abusive liar, y... |
| 919 | Bladimir Martinez | ni con todo el dinero que le quitaste al jhonn... | post0_comment | NaN | NaN | NaN | NaN | True | ni con todo el dinero que le quitaste al jhonn... | Spanish | neither with all the money you took from jhonn... |
df_psycho.language.value_counts()
English 41 Spanish 7 Swahili 3 Sanskrit 2 Interlingue 1 German 1 Name: language, dtype: int64
psycho_others_users = df_psycho_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(psycho_others_users.head(15), '"Psycho" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_psycho_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 1 | ni con todo el dinero que le quitaste al jhonny, ni con toda la humillacion que le hiciste pasar, jamas seras feliz en la vida, existe un karma y lo veras pronto psicopata | Spanish | neither with all the money you took from jhonny, nor with all the humiliation you made him go through, you will never be happy in life, there is a karma and you will see it soon psychopath | Bladimir Martinez |
| 2 | disgusting psycho!! | Interlingue | disgusting psycho!! | Karito Inchausti |
| 3 | psychopath | Sanskrit | psychopath | Cary Monillas Camacho |
| 4 | psicopata | Swahili | psycho | Juan Jesús |
| 5 | psicópata | Swahili | psychopath | Gessamí Villalva De Cruz |
| 6 | deja en paz a depp y busca un psicólogo por favor 😒 | Spanish | leave depp alone and find a psychologist please | Jacky Bustos |
| 7 | realmente sos una psicópata, como es que te contratan? das asco! | German | you really are a psychopath, how do they hire you? you're disgusting! | Nanu Mercedes |
| 8 | #psychopath!!!! | Sanskrit | #psychopath!!!! | Manilyn Sansano |
| 9 | psicopata | Swahili | psycho | Juan Jesús |
| 10 | es una abusadora y violenta, ya que finguio que su ex pareja la maltrataba física y psicológicamente para arruinar su carrera y su vida, cuando en realidad el afectado fue él, lo demandó y como tiene amigos y aliados en la corte ganó el juicio que todos sabemos que fue un fraude. además ni la sociedad ni la justicia cree en el abuso hacía los hombres y ella se aprovechó de aquello también. por todo eso esta mujer no merece ser un referente ni como actriz ni como ser humano. | Spanish | she is an abuser and violent, since she pretended that her ex-partner was physically and psychologically abusing her to ruin her career and her life, when in reality he was the one affected, she sued him and as she has friends and allies in court she won the trial that everyone we know that it was a fraud also neither society nor justice believes in the abuse of men and she took advantage of that also for all that this woman does not deserve to be a reference neither as an actress nor as a human being | Liszbeth Vega Espinoza |
| 11 | es una sicopata mentirosa que mal utiliza el movimiento me too | Spanish | he is a lying psychopath who misuses the movement me too | Evelyn Diaz |
| 12 | debería llevar atención psicológica y tal vez hasta psiquiátrica, mitomana! | Spanish | You should take psychological care and maybe even psychiatric care, mythomaniac! | Nanny Mma |
| 13 | #justiceforjohnnydepp loca psicópata tóxica de mierda, espero que te quiten todos los futuros proyectos, seguí comprando a la "justicia" | Spanish | #justiceforjohnnydepp crazy fucking toxic psycho hope they take all future projects from you keep buying justice | Valery García |
df_crazy1 = df_comments[df_comments.translated.str.contains('crazy')]
df_crazy2 = df_comments[df_comments.comment.str.contains('crazy')]
df_crazy = df_crazy1.append(df_crazy2)
df_crazy.drop_duplicates(inplace=True)
print(f'{df_crazy.shape[0]} contributions, made by {df_crazy.username.nunique()} Users, In {df_crazy.language.nunique()} Languages')
df_crazy.head(2)
80 contributions, made by 73 Users, In 8 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 139 | Yayo Will | it was so obvious she lied at the time of each... | post0_comment | NaN | NaN | NaN | NaN | True | it was so obvious she lied at the time of each... | English | it was so obvious she lied at the time of each... |
| 144 | Lind Eve | she is a hypocritical liar, how can she have s... | post0_comment | NaN | NaN | NaN | NaN | True | she is a hypocritical liar, how can she have s... | English | she is a hypocritical liar, how can she have s... |
crazy_users = df_crazy.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(crazy_users.head(15), '"Crazy" Top Commented Users', threshold=0, c=0)
df_crazy.comment.value_counts().head()
you are completely crazy. they should lock you up in an asylum and leave you there for the rest of your miserable life😡😡💩💩 5 the crazy woman who defecates in bed 3 perra loca 2 crazy abuser parasite #justiceforjohnnydepp 1 puta vieja loca en un manicomio devieras estar\r\nbasura humana 1 Name: comment, dtype: int64
df = df_crazy[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | it was so obvious she lied at the time of each incident. she's one of those crazy females. i hope she gets what's coming. | English | it was so obvious she lied at the time of each incident she's one of those crazy females i hope she gets what's coming | Yayo Will |
| 1 | she is a hypocritical liar, how can she have so much evil in your heart, johnny is not alone several people we trust you are a crazy crazy .... johnny is the best actor in the world world, leave him alone. | English | she is a hypocritical liar, how can she have so much evil in your heart, johnny is not alone several people we trust you are a crazy crazy johnny is the best actor in the world world, leave him alone | Lind Eve |
| 2 | you are a shame you think you are very empowered with your crazy friends. i only reject your image. hold on jony deep! from argentina we bank | English | you are a shame you think you are very empowered with your crazy friends i only reject your image hold on jony deep! from argentina we bank | Mauro Cardozo |
| 3 | i want you amber. i’m so crazy for you amber ❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️ | English | i want you amber i’m so crazy for you amber | Mahdi Hemati |
| 4 | your fucking crazy, you really need a psicologist help! | English | your fucking crazy, you really need a psicologist help! | Valeria Grdz |
| 5 | never stick your dick in crazy no matter how attractive it may seem... | English | never stick your dick in crazy no matter how attractive it may seem | Nyaree Allen |
| 6 | you are crazy amber | English | you are crazy amber | Carlos Andres Gil Javer |
| 7 | you are completely crazy. they should lock you up in an asylum and leave you there for the rest of your miserable life😡😡💩💩 | English | you are completely crazy they should lock you up in an asylum and leave you there for the rest of your miserable life | Vittoria Tagliaferri |
| 8 | solo vine por que no pienso seguir tus campañas, estas loca amistad | Spanish | I only came because I do not intend to follow your campaigns, you are crazy friendship | Nataly Temnikova |
| 9 | ni loca te sigo, tóxica maniática | Galician | I don't follow you crazy, toxic maniac | Vilma Aquino |
| 10 | the crazy woman who defecates in bed | English | the crazy woman who defecates in bed | Lizeth Garcia |
| 11 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 12 | your a dirty crazy slut who tarnished the image of johnny depp. why do we lose great people and still you are on earth. you are only hot and that's all you'll be good for until you age. then you will be as insignificant as a grain of sand tossed into a dessert. …see more | English | your a dirty crazy slut who tarnished the image of johnny depp why do we lose great people and still you are on earth you are only hot and that's all you'll be good for until you age then you will be as insignificant as a grain of sand tossed into a dessert see more | Z D Silence Dogood |
| 13 | who cares go away crazy! | English | who cares go away crazy! | Rebecca Dawn |
| 14 | sad sick crazy bitch | English | sad sick crazy bitch | Leila Hollis |
| 15 | fuckin ugly ass bitch retarded crazy | English | fuckin ugly ass bitch retarded crazy | Chris Datwhite |
| 16 | nobody cares you crazy abuser!! disgusting 🤮 | English | nobody cares you crazy abuser!! disgusting | Brenn Sky Walker |
| 17 | girl your on court tv.at 200am. your a crazy bitch. playing the poor girl game. johnny depp can have any woman. he dont need a crazy lying one. johnny wins... | English | girl your on court tvat 200am your a crazy bitch playing the poor girl game johnny depp can have any woman he dont need a crazy lying one johnny wins | Troy Torneo |
| 18 | crazy bitch | English | crazy bitch | Juliana M Hernández |
| 19 | you're a big fcking shame..crazy bitch | English | you're a big fcking shamecrazy bitch | Daisy in 't Groen |
| 20 | fucking crazy | un | fucking crazy | Bruno Paleta |
| 21 | maldita loca | Basque | damn crazy | Virginia Fuentes Coiana |
| 22 | la loca 😱 | Latin | the crazy woman | Dayana Guillen Miranda |
| 23 | shove it up ur ass. u crazy bitch | English | shove it up ur ass u crazy bitch | Ann Marie |
| 24 | go to therapy!!! crazy woman 😠😠😠 | English | go to therapy!!! crazy woman | Gaby López |
| 25 | crazy. | English | crazy | Mariano Freyre |
| 26 | you may think i'm crazy, but, i have enjoyed your work since pineapple express... my name is markus henry mclaughlin, a screenwriter in boston... i plan to see aquaman when it's on blu-ray... i'm too busy to go to a cinema right now, with my "writin…see more | English | you may think i'm crazy, but, i have enjoyed your work since pineapple express my name is markus henry mclaughlin, a screenwriter in boston i plan to see aquaman when it's on bluray i'm too busy to go to a cinema right now, with my writinsee more | Markus Henry McLaughlin |
| 27 | damn crazy!!! your place is in an insane asylum, not in hollywood 😠 | English | damn crazy!!! your place is in an insane asylum, not in hollywood | Verónika Huaire Damián |
| 28 | loca! justicia para jonny depp | Indonesian | crazy! justice for jonny depp | Betsy Lorca Moreno |
| 29 | shut up the disgusting filthy bear how you do that to our jacks childbirth i hope they punish you very badly for what you do old crazy and you still have enough eggs to believe that you have fans | English | shut up the disgusting filthy bear how you do that to our jacks childbirth i hope they punish you very badly for what you do old crazy and you still have enough eggs to believe that you have fans | Kevin Ortega Sevilla |
| 30 | nunca fuiste del interés de nadie,maldita loca. | Spanish | you were never in anyone's interest, damn crazy | Alex Appleby |
| 31 | why would anyone want to follow you stupid little gold digger crazy just stop saying shit and lies about johnny and crawl back under the stone you came from | English | why would anyone want to follow you stupid little gold digger crazy just stop saying shit and lies about johnny and crawl back under the stone you came from | Sally Anne Connell |
| 32 | loca de mierda | Spanish | fucking crazy | LA Dallera Dallera |
| 33 | loca de mierdaaa | Dutch | fucking crazy | Ivan Alexander Montalvo Quispe |
| 34 | maldita loca! | Basque | damn crazy! | Nancy Sheccid Hernandez |
| 35 | perra loca | Spanish | crazy bitch | Mina Sierra |
| 36 | perra loca !! | Spanish | crazy bitch!! | Jafet Flores Mtz |
| 37 | loca culia | Latin | crazy ass | Victoria Paz |
| 38 | fuck u fucking crazy bitch🖕🖕🖕🖕 | English | fuck u fucking crazy bitch | Tania Yazmin Gudiño |
| 39 | maldita perra loca!!!!!😡😡😡😡 | Spanish | fucking crazy bitch!!!!! | HR Calderón |
| 40 | loca pinche tóxica ese guapo tendrá otra mujer mejor que tú y sufrirás lo que le hiciste todo el mundo te odia maldita loca jajajaj | Spanish | crazy fucking toxic that handsome man will have another woman better than you and you will suffer what you did to him everyone hates you damn crazy hahaha | Ana Gomez Granados |
| 41 | every time i see her face i literally am disgusted. i just wish there was a way to actually tell her how she turned into trash in my eyes. when once i thought she was truly beautiful. it’s really crazy how when someone shows their true colors it can change the entire way they appear to you. #justiceforjohnnydepp #amberheardistrash…see more | English | every time i see her face i literally am disgusted i just wish there was a way to actually tell her how she turned into trash in my eyes when once i thought she was truly beautiful it’s really crazy how when someone shows their true colors it can change the entire way they appear to you #justiceforjohnnydepp #amberheardistrashsee more | Makayla Montgomery |
| 42 | she’s a complete nut job. just listen to her on the tapes. absolutely crazy this woman. let’s hope she meets some people like herself in jail. | English | she’s a complete nut job just listen to her on the tapes absolutely crazy this woman let’s hope she meets some people like herself in jail | David Alexanian |
| 43 | crazy | English | crazy | Marcela Rodriguez |
| 44 | you are completely crazy. they should lock you up in an asylum and leave you there for the rest of your miserable life😡😡💩💩 | English | you are completely crazy they should lock you up in an asylum and leave you there for the rest of your miserable life | Vittoria Tagliaferri |
| 45 | me das asco no soy un hackers ruso jaja locaaaaaaaa ya que el no te lo dijo eres una golpeadora maltratadora no mereces el éxito que tienes 👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎 | Spanish | you disgust me i'm not a russian hacker haha crazyaaaaaaa since he didn't tell you you're an abusive beater you don't deserve the success you have | Cristina Ortiz |
| 46 | the crazy woman who defecates in bed | English | the crazy woman who defecates in bed | Lizeth Garcia |
| 47 | 🤬🤬🤬🤬🤬🤬 justice for jhonny deep crazy woman | English | justice for jhonny deep crazy woman | Mariee Mont |
| 48 | crazy abuser parasite #justiceforjohnnydepp | English | crazy abuser parasite #justiceforjohnnydepp | Viridian Gutiérrez |
| 49 | vieja locaaaaaaaaaaaaaaaa 😂 | Spanish | crazy old lady | Mike Mendiola |
| 50 | fucking crazy ass husband abuser!!!!!!! mens lives matter!!! | English | fucking crazy ass husband abuser!!!!!!! mens lives matter!!! | Baldo Ramirez |
| 51 | crazyyyy | English | crazyyyy | Jessykira Huisa Lagos |
| 52 | loca qlaaaa | Latin | crazy qlaaaa | Michael Fritz |
| 53 | pinche loca de mierda | Spanish | fucking crazy bitch | Bruno Paleta |
| 54 | the crazy woman who defecates in bed | English | the crazy woman who defecates in bed | Lizeth Garcia |
| 55 | vieja loca | Spanish | crazy old woman | Adelaida Martínez |
| 56 | puta vieja loca en un manicomio devieras estar basura humana | Spanish | crazy old bitch in a madhouse you should be human trash | Angie Murad |
| 57 | perra loca | Spanish | crazy bitch | Mayra Rutty Mendoza |
| 58 | pinche vieja loca | Spanish | fucking crazy old woman | Alexa Rangel |
| 59 | you are completely crazy. they should lock you up in an asylum and leave you there for the rest of your miserable life😡😡💩💩 | English | you are completely crazy they should lock you up in an asylum and leave you there for the rest of your miserable life | Vittoria Tagliaferri |
df_crazy_others = df_crazy[df_crazy.language != 'English']
print(f'{df_crazy_others.shape[0]} contributions, made by {df_crazy_others.username.nunique()} Users, In {df_crazy_others.language.nunique()} Languages')
df_crazy_others.head(2)
36 contributions, made by 35 Users, In 7 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 636 | Nataly Temnikova | solo vine por que no pienso seguir tus campaña... | post0_comment | NaN | NaN | NaN | NaN | True | solo vine por que no pienso seguir tus campaña... | Spanish | I only came because I do not intend to follow ... |
| 690 | Vilma Aquino | ni loca te sigo, tóxica maniática | post0_comment | NaN | NaN | NaN | NaN | True | ni loca te sigo, tóxica maniática | Galician | I don't follow you crazy, toxic maniac |
df_crazy.language.value_counts()
English 44 Spanish 25 Latin 4 Basque 3 Galician 1 un 1 Indonesian 1 Dutch 1 Name: language, dtype: int64
crazy_others_users = df_crazy_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(crazy_others_users.head(15), '"Crazy" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_crazy_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | solo vine por que no pienso seguir tus campañas, estas loca amistad | Spanish | I only came because I do not intend to follow your campaigns, you are crazy friendship | Nataly Temnikova |
| 1 | ni loca te sigo, tóxica maniática | Galician | I don't follow you crazy, toxic maniac | Vilma Aquino |
| 2 | no te da vergüenza estar acá, mentirosa. abusadora, eres una psicópata. estás demasiado loca, ojalá jonny te destruya la carrera así como lo intentaste con el | Spanish | you're not ashamed to be here, abusive liar, you're a psychopath you're too crazy, I hope jonny destroys your career just like you tried with him | Cristina Porras Herrera |
| 3 | fucking crazy | un | fucking crazy | Bruno Paleta |
| 4 | maldita loca | Basque | damn crazy | Virginia Fuentes Coiana |
| 5 | la loca 😱 | Latin | the crazy woman | Dayana Guillen Miranda |
| 6 | loca! justicia para jonny depp | Indonesian | crazy! justice for jonny depp | Betsy Lorca Moreno |
| 7 | nunca fuiste del interés de nadie,maldita loca. | Spanish | you were never in anyone's interest, damn crazy | Alex Appleby |
| 8 | loca de mierda | Spanish | fucking crazy | LA Dallera Dallera |
| 9 | loca de mierdaaa | Dutch | fucking crazy | Ivan Alexander Montalvo Quispe |
| 10 | maldita loca! | Basque | damn crazy! | Nancy Sheccid Hernandez |
| 11 | perra loca | Spanish | crazy bitch | Mina Sierra |
| 12 | perra loca !! | Spanish | crazy bitch!! | Jafet Flores Mtz |
| 13 | loca culia | Latin | crazy ass | Victoria Paz |
| 14 | maldita perra loca!!!!!😡😡😡😡 | Spanish | fucking crazy bitch!!!!! | HR Calderón |
| 15 | loca pinche tóxica ese guapo tendrá otra mujer mejor que tú y sufrirás lo que le hiciste todo el mundo te odia maldita loca jajajaj | Spanish | crazy fucking toxic that handsome man will have another woman better than you and you will suffer what you did to him everyone hates you damn crazy hahaha | Ana Gomez Granados |
| 16 | me das asco no soy un hackers ruso jaja locaaaaaaaa ya que el no te lo dijo eres una golpeadora maltratadora no mereces el éxito que tienes 👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎👎 | Spanish | you disgust me i'm not a russian hacker haha crazyaaaaaaa since he didn't tell you you're an abusive beater you don't deserve the success you have | Cristina Ortiz |
| 17 | vieja locaaaaaaaaaaaaaaaa 😂 | Spanish | crazy old lady | Mike Mendiola |
| 18 | loca qlaaaa | Latin | crazy qlaaaa | Michael Fritz |
| 19 | pinche loca de mierda | Spanish | fucking crazy bitch | Bruno Paleta |
| 20 | vieja loca | Spanish | crazy old woman | Adelaida Martínez |
| 21 | puta vieja loca en un manicomio devieras estar basura humana | Spanish | crazy old bitch in a madhouse you should be human trash | Angie Murad |
| 22 | perra loca | Spanish | crazy bitch | Mayra Rutty Mendoza |
| 23 | pinche vieja loca | Spanish | fucking crazy old woman | Alexa Rangel |
| 24 | que descabellado de tu parte al acusar a johnny deep, cuando tu fuiste la agresora, sos un fraude como persona, una actriz falsa. | Spanish | how crazy of you to accuse johnny deep, when you were the aggressor, you are a fraud as a person, a fake actress | Jhael Luis Angel |
| 25 | pinche vieja loca y chiflada 🤥🤥🤥 | Spanish | crazy and crazy old fucking 🤥🤥🤥 | Gerrard Cech |
| 26 | con cara de mosca muerta resulto ser tremenda loca. | Spanish | with the face of a dead fly, it turned out to be tremendously crazy | Joan Rosario Zárate V |
| 27 | te detestamos loca | Latin | we hate you crazy | Lau Ramírez |
| 28 | maldita loca. !!! | Basque | damn crazy !!! | Lily Cositas Bonitas |
| 29 | vieja bruja loca la vida le cobrará todo lo porquería de persona q es🤢🤮😡😠 | Spanish | crazy old witch life will charge you all the filth of a person you are | Leydi ROdriguez |
| 30 | puta vieja loca maldita algún día pagará todo lo que ha echo 😡 | Spanish | fucking crazy old bitch one day she'll pay for everything she's done | Zeltzin Andrade Candia |
| 31 | ella es una mentirosa , egoísta y está loca se aprovechó de su papel de mujer y daño a una persona inocente . no merece nada más que el desprecio total de los seguidores de aquella persona . #justicia por jhonny deep | Spanish | she is a liar, selfish and crazy she took advantage of her role as a woman and harmed an innocent person she deserves nothing more than the total contempt of that person's followers #justice for jhonny deep | Ivy Vanessa |
| 32 | una mujer loca horible mentirosa promiscua | Spanish | a horible crazy promiscuous liar woman | Shamir Yas |
| 33 | abuso y maltrato hacia johnny deep, se debe hacer justicia de alguna forma, se debe tener la igualdad, no el machismo, no el feminismo, simplemente un balance, y qué pasa cuando un hombre es maltratado? se ríen, pero con una mujer se vuelven locos, debe existir un punto medio e igual | Spanish | abuse and mistreatment of johnny deep, justice must be done in some way, equality must be had, not machismo, not feminism, simply a balance, and what happens when a man is mistreated? they laugh, but with a woman they go crazy, there must be a middle and equal point | Iván Cortés |
| 34 | es una loca enferma, no debería seguir en el medio | Spanish | she is a crazy sick woman, she should not continue in the middle | Santoyo Sari |
| 35 | #justiceforjohnnydepp loca psicópata tóxica de mierda, espero que te quiten todos los futuros proyectos, seguí comprando a la "justicia" | Spanish | #justiceforjohnnydepp crazy fucking toxic psycho hope they take all future projects from you keep buying justice | Valery García |
df_disgusting1 = df_comments[df_comments.translated.str.contains('disgusting')]
df_disgusting2 = df_comments[df_comments.comment.str.contains('disgusting')]
df_disgusting = df_disgusting1.append(df_disgusting2)
df_disgusting.drop_duplicates(inplace=True)
print(f'{df_disgusting.shape[0]} contributions, made by {df_disgusting.username.nunique()} Users, In {df_disgusting.language.nunique()} Languages')
df_disgusting.head(2)
107 contributions, made by 105 Users, In 6 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 38 | Megan Gallo | it’s really sad that you’ve hijacked the platf... | post0_comment | NaN | NaN | NaN | NaN | True | it’s really sad that you’ve hijacked the platf... | English | it’s really sad that you’ve hijacked the platf... |
| 114 | Rafael C. Ballesteros | #justiceforjohnnydepp\r\nit is disgusting that... | post0_comment | NaN | NaN | NaN | NaN | True | #justiceforjohnnydepp it is disgusting that wa... | English | #justiceforjohnnydepp it is disgusting that wa... |
disgusting_users = df_disgusting.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(disgusting_users.head(15), '"Disgusting" Top Commented Users', threshold=0, c=0)
df_disgusting.comment.value_counts().head()
disgusting 2 it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes. what makes it even more disgusting is that you’re actually an abuser. no shame. 1 you're disgusting. 1 está foto está tipo... como cuando te masturbas y brincas porque tienes un vídeo en xvideos... si ella tiene un vídeo sexual, y ni sabes finjir un orgasmo. ah y que horrible persona abusadora . terrible por fuera y asquerosa por dentro. pdt. porque no te quemas los ojos con cigarrillos. 1 disgusting. 1 Name: comment, dtype: int64
df = df_disgusting[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes. what makes it even more disgusting is that you’re actually an abuser. no shame. | English | it’s really sad that you’ve hijacked the platform of domestic abuse from real victims for your self serving purposes what makes it even more disgusting is that you’re actually an abuser no shame | Megan Gallo |
| 1 | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse. i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok. what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | English | #justiceforjohnnydepp it is disgusting that warner bros fired johnny depp for being a victim of abuse i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok what if he was a woman and it was a husband doing the abuse, would they have fired the person then? | Rafael C. Ballesteros |
| 2 | you make a mockery of real abuse victims and i think that might be the most disgusting thing of all. poor johny. | English | you make a mockery of real abuse victims and i think that might be the most disgusting thing of all poor johny | Anna Katherine Fuertsch |
| 3 | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it. you take the cake lady. we are absolutely disgusted in ur lies. i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr. depp and those of us who have been abused. shame on you. | English | from those of us who have actually experienced domestic violence how disgusting can you be to lie about it you take the cake lady we are absolutely disgusted in ur lies i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr depp and those of us who have been abused shame on you | Kelly Davis |
| 4 | @real —amberheard... lmao real pfffft.. your disgusting and disrespectful coming from a woman who has been through domestic abuse.. not only myself but my children too !! you are a shitty human | English | @real —amberheard lmao real pfffft your disgusting and disrespectful coming from a woman who has been through domestic abuse not only myself but my children too !! you are a shitty human | Tracy Kam |
| 5 | no hay palabras que mejor te describan que doble cara.... jusgaste a ser voz de las victimas y eras una de los y la muchas que maltrataban... ascooooo de persona | Spanish | there are no words that best describe you that double face you judged to be the voice of the victims and you were one of the many who mistreated disgusting people | Maria Jaime Perez |
| 6 | soo disgusting with no shame about it! 👎👎👎 | English | soo disgusting with no shame about it! | Blake Wilson |
| 7 | how disgusting to follow a damn who does everything possible so that her ex-husband doesn't have a job | English | how disgusting to follow a damn who does everything possible so that her exhusband doesn't have a job | Grecia Palomares |
| 8 | who did you give your ass to to be right? how disgusting can you get? | English | who did you give your ass to to be right? how disgusting can you get? | Cecilia Carrisho |
| 9 | que asco tu vida y de paso quieres que la de jonny depp sea así! | Spanish | how disgusting your life is and by the way you want jonny depp's life to be like that! | Susan Rz |
| 10 | nobody cares about this crap you litterally ruined a mans career over your disgusting ego and tried to make yourself look like a victim hope your career burns frfr and i pray karma rips you a whole new one | English | nobody cares about this crap you litterally ruined a mans career over your disgusting ego and tried to make yourself look like a victim hope your career burns frfr and i pray karma rips you a whole new one | Sherri Jones |
| 11 | you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still | English | you need to go to jail your disgusting waste of a human life to think you can get away with the obvious lies you tell i cant even believe you have a following still | Elsa Ansel |
| 12 | u disgusting actress , i wont be able to see jhonny depp now in upcoming fantastic beasts because of you . i hope smthng bad happens to you soon | English | u disgusting actress , i wont be able to see jhonny depp now in upcoming fantastic beasts because of you i hope smthng bad happens to you soon | Oussama Mg |
| 13 | you’re psychotic. how can you have the audacity to lie about abuse that’s seriously so disgusting. you need to be locked up in a mental institution. you’re destroying the people who’ve actually experienced domestic violence credibility. you’re the reason abuse victims aren’t taken seriously! | English | you’re psychotic how can you have the audacity to lie about abuse that’s seriously so disgusting you need to be locked up in a mental institution you’re destroying the people who’ve actually experienced domestic violence credibility you’re the reason abuse victims aren’t taken seriously! | Savannah Ferraris |
| 14 | disgusting abusing human being!! a lier and a criminal! and a lousy actress | English | disgusting abusing human being!! a lier and a criminal! and a lousy actress | Andres Moscoso |
| 15 | your a disgusting human being 😁 your lies are faker than any lie out there 🙃 | English | your a disgusting human being your lies are faker than any lie out there | America Perez |
| 16 | disgusting human being. karma's a bitch and she'll come around sooner or later. | English | disgusting human being karma's a bitch and she'll come around sooner or later | Olibama Margaret Maestas |
| 17 | you’re so disgusting!! | English | you’re so disgusting!! | Yvonne Xu |
| 18 | disgusting abuser. rot. | Bislama | disgusting abuser rot | Mia Contreras |
| 19 | disgusting as always | English | disgusting as always | Anny Oropeza |
| 20 | so fking disgusting | English | so fking disgusting | León Carrasco |
| 21 | the turd is going down the loo disgusting vile peace of shit. | English | the turd is going down the loo disgusting vile peace of shit | Violet Meldrum Sinclair |
| 22 | disgusting psycho!! | Interlingue | disgusting psycho!! | Karito Inchausti |
| 23 | you are a disgusting human being. | English | you are a disgusting human being | Juliet Rannard |
| 24 | eres una farssa asquerosa | Spanish | you are a disgusting farssa | Heri Jimenez |
| 25 | why would we follow a lying disgusting cunt like you amber heard jonny deep is way to good for a shit actress like you | English | why would we follow a lying disgusting cunt like you amber heard jonny deep is way to good for a shit actress like you | Kerry Tucker |
| 26 | nobody cares you crazy abuser!! disgusting 🤮 | English | nobody cares you crazy abuser!! disgusting | Brenn Sky Walker |
| 27 | you are a disgusting person | English | you are a disgusting person | Shams Badran |
| 28 | your trash. get out of hollywood and leave johnny alone. disgusting woman. in done with aquaman if this vile woman is in it. | English | your trash get out of hollywood and leave johnny alone disgusting woman in done with aquaman if this vile woman is in it | Chris Ayers |
| 29 | das asco. felicidades. asquerosa. | Spanish | you're disgusting congratulations disgusting | Pablo Quintana |
| 30 | disgusting human being | English | disgusting human being | Christy Wong |
| 31 | ay das asco 🤮 | German | oh you're disgusting | Maria Perez |
| 32 | everyone hates you, you disgusting creature. | English | everyone hates you, you disgusting creature | فائز زمانی |
| 33 | thank you for falsely accusing and ruining johnny depp! you should be deeply ashamed and publicly apologize to every real domestic abuse victim! i will never allow any movie she is in, in my house! spiteful disgusting woman and a racist cow! | English | thank you for falsely accusing and ruining johnny depp! you should be deeply ashamed and publicly apologize to every real domestic abuse victim! i will never allow any movie she is in, in my house! spiteful disgusting woman and a racist cow! | Annie Soltesz |
| 34 | shut up the disgusting filthy bear how you do that to our jacks childbirth i hope they punish you very badly for what you do old crazy and you still have enough eggs to believe that you have fans | English | shut up the disgusting filthy bear how you do that to our jacks childbirth i hope they punish you very badly for what you do old crazy and you still have enough eggs to believe that you have fans | Kevin Ortega Sevilla |
| 35 | what kind of adult takes a dump in their so's bed? that's fucking disgusting let alone embarrassing 😂💩 | English | what kind of adult takes a dump in their so's bed? that's fucking disgusting let alone embarrassing | Grant Hazen |
| 36 | eres la peor blasfemia , ni la basura da tanto asco como tú y tus actitudes , eres cruel . | Spanish | you are the worst blasphemy, not even garbage is as disgusting as you and your attitudes, you are cruel | Irene Kirino |
| 37 | a disgrace for the real victims! you are disgusting | English | a disgrace for the real victims! you are disgusting | Elisa Perdomo |
| 38 | go swivel you disgusting excuse for a human. wouldn’t urinate on you if you were on fire | English | go swivel you disgusting excuse for a human wouldn’t urinate on you if you were on fire | Benji Foy |
| 39 | ur a fuckin waste of air.. i hope ur career is taken from you.. seek help ur clearly unstable.. ur lucky johnny is decent.. u cut my finger off id be doin all i can to vro ur ass.. its bitches like u that ruin it for us good women!! ur disgusting and i no longer think ur a good actress. | English | ur a fuckin waste of air i hope ur career is taken from you seek help ur clearly unstable ur lucky johnny is decent u cut my finger off id be doin all i can to vro ur ass its bitches like u that ruin it for us good women!! ur disgusting and i no longer think ur a good actress | Kara McPartland |
| 40 | you are disgusting, amber. go to jail! | English | you are disgusting, amber go to jail! | Marcy Rachel |
| 41 | eres un asco como representante de las mujeres feministas! 🖕 | Spanish | You are disgusting as a representative of feminist women! | Nash Toledo Gonzalez |
| 42 | i’m learning the truth of all this. i like johnny despite his admitted flaws. you are a disgusting manipulator and fraud. …see more | English | i’m learning the truth of all this i like johnny despite his admitted flaws you are a disgusting manipulator and fraud see more | Jezzah Shmokey |
| 43 | fuck you're disgusting. get in the bin and go home. | English | fuck you're disgusting get in the bin and go home | Bethany Cherisse |
| 44 | horrible and disgusting human being. 🤮 | English | horrible and disgusting human being | Pablo Alvarez |
| 45 | you are a disgusting excuse for a human being. #justiceforjohnny | English | you are a disgusting excuse for a human being #justiceforjohnny | Kymberli Ann |
| 46 | disgusting !!!!!!! | Interlingue | disgusting !!!!!!! | Aspen Grace |
| 47 | vaca, nojenta rapariga | Uzbek | cow, disgusting girl | Luana Costa |
| 48 | disgusting.. shame on you piece of shit 💩💩💩💩💩💩💩 | English | disgusting shame on you piece of shit | Amine L'taief |
| 49 | sos una basura..falsa feminazi das asco | German | you're a garbage false feminazi disgusting | Anibal Vercovich |
| 50 | damn liar, disgusting woman. | English | damn liar, disgusting woman | Hatsumi Doll |
| 51 | you're a disgusting person, enough said | English | you're a disgusting person, enough said | Fabian Andres Rueda Neira |
| 52 | maldita perra eres un asco de persona, ojalá toda tu carrera se vaya a la mierda | Spanish | Damn bitch you're a disgusting person, I hope your whole career goes to shit | Silvia Pellecer |
| 53 | you are disgusting human being destroying some one courier to get the sympathy votes and get back at him hope you get what you deserve as the whole world knows you are liar hope they throw book at you and lock you up and throw the key away and roat…see more | English | you are disgusting human being destroying some one courier to get the sympathy votes and get back at him hope you get what you deserve as the whole world knows you are liar hope they throw book at you and lock you up and throw the key away and roatsee more | James Hannon |
| 54 | can i strongly suggest you take this page down and disappear you vile creature how you treated your dismissed assistant is beyond disgusting shame on you. | English | can i strongly suggest you take this page down and disappear you vile creature how you treated your dismissed assistant is beyond disgusting shame on you | Joanne Davies |
| 55 | nobody likes a leech and a liar. johnny depp and anyone in the entertainment industry doesn't need filth or someone of your kind. you are disgusting for trying to ruin someone else's life and career which they actually worked hard for. i hope you don't continue in the entertainment industry. you'd be better off picking up trash off the highways. karma's a bitch, but you're an even bigger bitch. | English | nobody likes a leech and a liar johnny depp and anyone in the entertainment industry doesn't need filth or someone of your kind you are disgusting for trying to ruin someone else's life and career which they actually worked hard for i hope you don't continue in the entertainment industry you'd be better off picking up trash off the highways karma's a bitch, but you're an even bigger bitch | Livvy Herrick |
| 56 | disgusting girl, how could you destroy a person in that way, anybody with manners wouldnt follow you for any reason. | English | disgusting girl, how could you destroy a person in that way, anybody with manners wouldnt follow you for any reason | Jordi Rojas Zamora |
| 57 | disgusting | Interlingue | disgusting | Royston Austine Ubak |
| 58 | es un monstruo racista, le pego destrozó a un increíble actor es asquerosa | Spanish | he is a racist monster, he hit him, he destroyed an incredible actor, he is disgusting | Leydi ROdriguez |
| 59 | all i know is i cant watch any movies where the producer would fire a victim and keep the abuser. disgusting | English | all i know is i cant watch any movies where the producer would fire a victim and keep the abuser disgusting | Gabrielle Williams |
df_disgusting_others = df_disgusting[df_disgusting.language != 'English']
print(f'{df_disgusting_others.shape[0]} contributions, made by {df_disgusting_others.username.nunique()} Users, In {df_disgusting_others.language.nunique()} Languages')
df_disgusting_others.head(2)
34 contributions, made by 34 Users, In 5 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 354 | Maria Jaime Perez | no hay palabras que mejor te describan que dob... | post0_comment | NaN | NaN | NaN | NaN | True | no hay palabras que mejor te describan que dob... | Spanish | there are no words that best describe you that... |
| 681 | Susan Rz | que asco tu vida y de paso quieres que la de j... | post0_comment | NaN | NaN | NaN | NaN | True | que asco tu vida y de paso quieres que la de j... | Spanish | how disgusting your life is and by the way you... |
df_disgusting.language.value_counts()
English 73 Spanish 23 Interlingue 6 German 3 Bislama 1 Uzbek 1 Name: language, dtype: int64
disgusting_others_users = df_disgusting_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(disgusting_others_users.head(15), '"Disgusting" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_disgusting_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | no hay palabras que mejor te describan que doble cara.... jusgaste a ser voz de las victimas y eras una de los y la muchas que maltrataban... ascooooo de persona | Spanish | there are no words that best describe you that double face you judged to be the voice of the victims and you were one of the many who mistreated disgusting people | Maria Jaime Perez |
| 1 | que asco tu vida y de paso quieres que la de jonny depp sea así! | Spanish | how disgusting your life is and by the way you want jonny depp's life to be like that! | Susan Rz |
| 2 | disgusting abuser. rot. | Bislama | disgusting abuser rot | Mia Contreras |
| 3 | disgusting psycho!! | Interlingue | disgusting psycho!! | Karito Inchausti |
| 4 | eres una farssa asquerosa | Spanish | you are a disgusting farssa | Heri Jimenez |
| 5 | das asco. felicidades. asquerosa. | Spanish | you're disgusting congratulations disgusting | Pablo Quintana |
| 6 | ay das asco 🤮 | German | oh you're disgusting | Maria Perez |
| 7 | eres la peor blasfemia , ni la basura da tanto asco como tú y tus actitudes , eres cruel . | Spanish | you are the worst blasphemy, not even garbage is as disgusting as you and your attitudes, you are cruel | Irene Kirino |
| 8 | eres un asco como representante de las mujeres feministas! 🖕 | Spanish | You are disgusting as a representative of feminist women! | Nash Toledo Gonzalez |
| 9 | disgusting !!!!!!! | Interlingue | disgusting !!!!!!! | Aspen Grace |
| 10 | vaca, nojenta rapariga | Uzbek | cow, disgusting girl | Luana Costa |
| 11 | sos una basura..falsa feminazi das asco | German | you're a garbage false feminazi disgusting | Anibal Vercovich |
| 12 | maldita perra eres un asco de persona, ojalá toda tu carrera se vaya a la mierda | Spanish | Damn bitch you're a disgusting person, I hope your whole career goes to shit | Silvia Pellecer |
| 13 | disgusting | Interlingue | disgusting | Royston Austine Ubak |
| 14 | es un monstruo racista, le pego destrozó a un increíble actor es asquerosa | Spanish | he is a racist monster, he hit him, he destroyed an incredible actor, he is disgusting | Leydi ROdriguez |
| 15 | realmente sos una psicópata, como es que te contratan? das asco! | German | you really are a psychopath, how do they hire you? you're disgusting! | Nanu Mercedes |
| 16 | asco de mujer ojalá te pase lo peorrrr del mundo 🤮🤮🤮🤮🤮🤗 | Spanish | disgusting woman I hope the worst in the world happens to you 🤗 | Nilda Sheldhin CQ |
| 17 | disgusting 🤢 | Interlingue | disgusting | Pantea Sd |
| 18 | disgusting | Interlingue | disgusting | Seth Ackley |
| 19 | pero que asco da en solo verla | Spanish | but how disgusting it is to just see her | Bryan L. Ajata |
| 20 | disgusting. | Interlingue | disgusting | Tomas Adam Laslo |
| 21 | está foto está tipo... como cuando te masturbas y brincas porque tienes un vídeo en xvideos... si ella tiene un vídeo sexual, y ni sabes finjir un orgasmo. ah y que horrible persona abusadora . terrible por fuera y asquerosa por dentro. pdt. porque no te quemas los ojos con cigarrillos. | Spanish | this photo is like when you masturbate and jump because you have a video on xvideos if she has a sex video, and you don't even know how to fake an orgasm oh and what a horrible abusive person terrible on the outside and disgusting on the inside pdt why don't you burn your eyes with cigarettes | Nick Miller |
| 22 | esta tipa es un asco de persona, no merece el respeto de nadie. justicia para johnny depp | Spanish | this girl is a disgusting person, she doesn't deserve anyone's respect, justice for johnny depp | Diego MoBe |
| 23 | asco de persona, falsa, codiciosa una mujer ventajosa. debería alejarse de las camaras | Spanish | disgusting person, false, greedy an advantageous woman should stay away from the cameras | Suke Mendoza |
| 24 | es un asco y una mentirosa | Spanish | she is disgusting and a liar | Maria Fernanda Alvarado |
| 25 | asco de persona basura una mujer falsa | Spanish | disgusting trash person a fake woman | Morales Satura Anne |
| 26 | es un asco de persona, da vergüenza | Spanish | he's a disgusting person, it's embarrassing | Angel Muñoz |
| 27 | que asco de persona. no eres más que una puta farsante. 🖕🏻 | Spanish | what a disgusting person you are nothing more than a fake whore | Diana Diaz |
| 28 | mentirosa asquerosa brujaaa | Spanish | disgusting liar witch | Lili Alvarez |
| 29 | ser inútil y asquerosa pero aquí todo se paga se te va a regresar por mil tus chingaderas perraaaaaa #lovejonnydeep | Spanish | to be useless and disgusting but here everything has to be paid for, your shit is going to be returned to you for a thousand times bitch #lovejonnydeep | Nanami Zacura |
| 30 | es una persona asquerosa | Spanish | he is a disgusting person | Isabel Garza Ruiz |
| 31 | mentirosa y abusadora, asco de persona | Spanish | liar and abuser, disgusting person | Fausto Cortes |
| 32 | eres una asco de persona, maldita | Spanish | you're a disgusting person, damn | Cris Stefany Loayza |
| 33 | eres un asco de persona, mentirosa!!!!!!!!!!!!!! 🤬🤬💩💩 | Spanish | you are a disgusting person, liar !!!!!!!!!!!!!!!! | Florencia Acab |
df_stupid1 = df_comments[df_comments.translated.str.contains('stupid')]
df_stupid2 = df_comments[df_comments.comment.str.contains('stupid')]
df_stupid = df_stupid1.append(df_stupid2)
df_stupid.drop_duplicates(inplace=True)
print(f'{df_stupid.shape[0]} contributions, made by {df_stupid.username.nunique()} Users, In {df_stupid.language.nunique()} Languages')
df_stupid.head(2)
30 contributions, made by 28 Users, In 4 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 46 | John Jeffries | stupid bitch fuck u and your twitter | post0_comment | NaN | NaN | NaN | NaN | True | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter |
| 342 | Kc Anderson | es en serio q hay gente tan estupida para segu... | post0_comment | NaN | NaN | NaN | NaN | True | es en serio q hay gente tan estupida para segu... | Spanish | it's serious that there are people so stupid t... |
fck_users = df_fck.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(fck_users.head(15), '"Stupid" Top Commented Users', threshold=0, c=0)
df_stupid.comment.value_counts().head()
stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar\r\n\r\n🤬🤬🤬🤬 3 stupid bitch fuck u and your twitter 1 stupid bitch. for those of us who were a survivors of rape or abuse you are nothing but a dam shame of a female 1 eres una estúpida amber heard 1 hahahaha ha you stupid bitch got what you deserve. hope you go to jail. 1 Name: comment, dtype: int64
df = df_stupid[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | stupid bitch fuck u and your twitter | English | stupid bitch fuck u and your twitter | John Jeffries |
| 1 | es en serio q hay gente tan estupida para seguir a esta mujer no sabia quien era hasta q la vi en aquaman y cualquiera puede interpretar ese papel pero johnny depp es unico | Spanish | it's serious that there are people so stupid to follow this woman I didn't know who she was until I saw her in aquaman and anyone can play that role but johnny depp is unique | Kc Anderson |
| 2 | #justiceforjohnnydepp borderlines and their fals allegations is a well known fact. only stupid people believe you | English | #justiceforjohnnydepp borderlines and their fals allegations is a well known fact only stupid people believe you | Haily Abram |
| 3 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Spanish | nobody supports you, we are all against you and supporting jonnhy who would never do those stupid things of yours: | Danétt Morales |
| 4 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 5 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Spanish | do you think you would exist if johnny had not made you his wife? don't be so stupid, without him you are nobody you have no shame, the money runs out and don't think you will have a good life, getting money the easy way #justiceforjohnnydeep | Karinita Davila |
| 6 | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar 🤬🤬🤬🤬 | English | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar | Pattsy Resendez |
| 7 | jaja no estúpida | Slovak | haha not stupid | Dei Cruz Oveja Negra |
| 8 | nobody wants to follow you anywhere. stupid ass | English | nobody wants to follow you anywhere stupid ass | Chris Grace |
| 9 | stupid bitch | English | stupid bitch | Telespalla Mash |
| 10 | stupid lying sack of shit | English | stupid lying sack of shit | Andy Phan |
| 11 | amber heard is stupid.....and thinks all legal/illegal immigrants are servants | English | amber heard is stupidand thinks all legalillegal immigrants are servants | Laura Fievet Westover |
| 12 | why would anyone want to follow you stupid little gold digger crazy just stop saying shit and lies about johnny and crawl back under the stone you came from | English | why would anyone want to follow you stupid little gold digger crazy just stop saying shit and lies about johnny and crawl back under the stone you came from | Sally Anne Connell |
| 13 | stupid girl🤮🤮 | English | stupid girl | Lecoña Judy |
| 14 | we can kick your ass on that tweets there! this what we gonna do stupid fake ugly bitch! 💩💩💩 | English | we can kick your ass on that tweets there! this what we gonna do stupid fake ugly bitch! | Theos Astafinakos |
| 15 | stupid bitch. for those of us who were a survivors of rape or abuse you are nothing but a dam shame of a female | English | stupid bitch for those of us who were a survivors of rape or abuse you are nothing but a dam shame of a female | Floriceli Gopar |
| 16 | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar 🤬🤬🤬🤬 | English | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar | Pattsy Resendez |
| 17 | bobo amp ka | Wolof | stupid amp you | Jane Deniega Morin |
| 18 | stupid bitch! fuck you | English | stupid bitch! fuck you | Esteban Andrade |
| 19 | you should be in jail stupid 🤬🤬 | English | you should be in jail stupid | Laurita Coutino |
| 20 | eres una horrible persona por ti hay muchas personas q ya no cree en las mujeres te odio estúpida | Spanish | you are a horrible person for you there are many people who no longer believe in women I hate you stupid | A Huevo Q Si |
| 21 | stupid | English | stupid | Elva Vázquez |
| 22 | this may be the stupidest picture | English | this may be the stupidest picture | Brittany Ion |
| 23 | imagine taking a shit in someone’s bed and then doing this stupid ass pose. ma’am we know what you did. my dog doesn’t even take a shit in my bed, an he eats eos egg chapstick. | English | imagine taking a shit in someone’s bed and then doing this stupid ass pose ma’am we know what you did my dog doesn’t even take a shit in my bed, an he eats eos egg chapstick | Kyiva Mccollough |
| 24 | you're a stupid | English | you're a stupid | Naycol Gutierrez Infante |
| 25 | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar 🤬🤬🤬🤬 | English | stupid, nobody believes you, you abuse because you are a woman, but sooner or later the damn truth is discovered amber, you are a liar | Pattsy Resendez |
| 26 | this pic look stupid af | English | this pic look stupid af | Brandon Batista |
| 27 | hahahaha ha you stupid bitch got what you deserve. hope you go to jail. | English | hahahaha ha you stupid bitch got what you deserve hope you go to jail | Martin Candelaria |
| 28 | eres una estúpida amber heard | Spanish | you are stupid amber heard | Ramirez Molina Jady |
| 29 | stupid unbalanced, liar, striker... #justiceforjohnnydepp | English | stupid unbalanced, liar, striker #justiceforjohnnydepp | Addy Jordán |
df_stupid_others = df_stupid[df_stupid.language != 'English']
print(f'{df_stupid_others.shape[0]} contributions, made by {df_stupid_others.username.nunique()} Users, In {df_stupid_others.language.nunique()} Languages')
df_stupid_others.head(2)
8 contributions, made by 8 Users, In 3 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 342 | Kc Anderson | es en serio q hay gente tan estupida para segu... | post0_comment | NaN | NaN | NaN | NaN | True | es en serio q hay gente tan estupida para segu... | Spanish | it's serious that there are people so stupid t... |
| 558 | Danétt Morales | nadie te apoya, todos estamos a tu contra y ap... | post0_comment | NaN | NaN | NaN | NaN | True | nadie te apoya, todos estamos a tu contra y ap... | Spanish | nobody supports you, we are all against you an... |
df_stupid.language.value_counts()
English 22 Spanish 6 Slovak 1 Wolof 1 Name: language, dtype: int64
stupid_others_users = df_stupid_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(stupid_others_users.head(15), '"Stupid" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_stupid_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | es en serio q hay gente tan estupida para seguir a esta mujer no sabia quien era hasta q la vi en aquaman y cualquiera puede interpretar ese papel pero johnny depp es unico | Spanish | it's serious that there are people so stupid to follow this woman I didn't know who she was until I saw her in aquaman and anyone can play that role but johnny depp is unique | Kc Anderson |
| 1 | nadie te apoya, todos estamos a tu contra y apoyando a jonnhy quien nunca haría esas estupideces tuyas :) | Spanish | nobody supports you, we are all against you and supporting jonnhy who would never do those stupid things of yours: | Danétt Morales |
| 2 | disculpe soy boliviana y apoyo a johnny depp, como usted dijo que alguien pagaba nuestro apoyo a ese ángel, por favor tiene la dirección del punto de pago en la paz bolivia?? y si no sabe, deje de inventar estupideces, mentir0sa | Spanish | Excuse me, I am Bolivian and I support Johnny Depp, as you said that someone paid our support to that angel, please do you have the address of the payment point in La Paz, Bolivia? and if you don't know, stop inventing stupid things, liar | Sandra Luna |
| 3 | tu crees que existirías si johnny no te hubiese echo su esposa ?...no seas tan tonta , sin el no eres nadie .no tienes vergüenza, el dinero se acaba. y no creas que tendrás una buena vida , sacando dinero a lo fácil. #justiceforjohnnydeep | Spanish | do you think you would exist if johnny had not made you his wife? don't be so stupid, without him you are nobody you have no shame, the money runs out and don't think you will have a good life, getting money the easy way #justiceforjohnnydeep | Karinita Davila |
| 4 | jaja no estúpida | Slovak | haha not stupid | Dei Cruz Oveja Negra |
| 5 | bobo amp ka | Wolof | stupid amp you | Jane Deniega Morin |
| 6 | eres una horrible persona por ti hay muchas personas q ya no cree en las mujeres te odio estúpida | Spanish | you are a horrible person for you there are many people who no longer believe in women I hate you stupid | A Huevo Q Si |
| 7 | eres una estúpida amber heard | Spanish | you are stupid amber heard | Ramirez Molina Jady |
df_digger1 = df_comments[df_comments.translated.str.contains('digger')]
df_digger2 = df_comments[df_comments.comment.str.contains('digger')]
df_digger = df_digger1.append(df_digger2)
df_digger.drop_duplicates(inplace=True)
print(f'{df_digger.shape[0]} contributions, made by {df_digger.username.nunique()} Users, In {df_digger.language.nunique()} Languages')
df_digger.head(2)
19 contributions, made by 18 Users, In 3 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 479 | Kwame Asare | hi amber, i'm not famous, a millionaire or bil... | post0_comment | NaN | NaN | NaN | NaN | True | hi amber, i'm not famous, a millionaire or bil... | English | hi amber, i'm not famous, a millionaire or bil... |
| 727 | Jean Yves Francois Jacquin | bonjour gold digger | post0_comment | NaN | NaN | NaN | NaN | True | bonjour gold digger | French | hello gold digger |
fck_users = df_fck.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(fck_users.head(15), '"Gold Digger" Top Commented Users', threshold=0, c=0)
df_digger.comment.value_counts().head()
hi amber, i'm not famous, a millionaire or billionaire. would you be interested in having a long-term relationship with me? prove these people wrong that you're no gold digger. :-) 1 2 years you sucked captain jack to try to earn money, you gold digger fucking snake 1 amber turd... poster child for pathological liars, abusers and golddiggers ... i'm not a russian bot.. stop making shit up . 1 toxic gold digger 1 gold digger 1 Name: comment, dtype: int64
df = df_digger[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | hi amber, i'm not famous, a millionaire or billionaire. would you be interested in having a long-term relationship with me? prove these people wrong that you're no gold digger. :-) | English | hi amber, i'm not famous, a millionaire or billionaire would you be interested in having a longterm relationship with me? prove these people wrong that you're no gold digger : | Kwame Asare |
| 1 | bonjour gold digger | French | hello gold digger | Jean Yves Francois Jacquin |
| 2 | i hope someday the karma will take good care of this gold digger | English | i hope someday the karma will take good care of this gold digger | Pat Sixx |
| 3 | liar,gold digger women...horrible human being..removed her aquaman 2 | English | liar,gold digger womenhorrible human beingremoved her aquaman 2 | Towhidul Islam Ovee |
| 4 | you sicken me, you've not only put an innocent man through hell with your abuse, you dragged his name through the mud and accused him of that abuse, damaging his reputation and in doing so you massively hurt an entire movement that is against domestic violence, you selfish gold digger | English | you sicken me, you've not only put an innocent man through hell with your abuse, you dragged his name through the mud and accused him of that abuse, damaging his reputation and in doing so you massively hurt an entire movement that is against domestic violence, you selfish gold digger | William Thomas |
| 5 | hello gold digger stripper cunt 🖕 | English | hello gold digger stripper cunt | Mexico Con Amlo |
| 6 | you have done abused women no favours. you're revolting and nauseating. a cheap golddigger who will stop at nothing to get some attention. you're a disgrace to women. | English | you have done abused women no favours you're revolting and nauseating a cheap golddigger who will stop at nothing to get some attention you're a disgrace to women | Juanita Wilder |
| 7 | this fucking gold digger i hope your career goes down back to hell #justiceforjohnnydepp | English | this fucking gold digger i hope your career goes down back to hell #justiceforjohnnydepp | Dillan Macasiano |
| 8 | why would anyone want to follow you stupid little gold digger crazy just stop saying shit and lies about johnny and crawl back under the stone you came from | English | why would anyone want to follow you stupid little gold digger crazy just stop saying shit and lies about johnny and crawl back under the stone you came from | Sally Anne Connell |
| 9 | boycott amber heard. she is a liar and a good digger. | English | boycott amber heard she is a liar and a good digger | Joanne Straka |
| 10 | 2 years you sucked captain jack to try to earn money, you gold digger fucking snake | English | 2 years you sucked captain jack to try to earn money, you gold digger fucking snake | Hugo Sanchez |
| 11 | amber heard. you are disgusting!! you bring shame to all the woman of the earth. using domestic violence for your own personal gain. #golddigger you make out like you are a victim just so you can get half of jd’s money from a 2 year marriage. i hope some day you learn what domestic violence really means. | English | amber heard you are disgusting!! you bring shame to all the woman of the earth using domestic violence for your own personal gain #golddigger you make out like you are a victim just so you can get half of jd’s money from a 2 year marriage i hope some day you learn what domestic violence really means | Peppa Carpenter |
| 12 | fuck you amber turd you cheap degenerate gold digger!!! | English | fuck you amber turd you cheap degenerate gold digger!!! | Geo Zavr II |
| 13 | best gold digger! best actress for acting like abused woman! best liar! 👿 | English | best gold digger! best actress for acting like abused woman! best liar! | Rosenda Carpio |
| 14 | gold digger!! | Wolof | gold digger!! | Maryflor Perater |
| 15 | gold digger | Wolof | gold digger | Mexico Con Amlo |
| 16 | toxic gold digger | Wolof | toxic gold digger | Sarat Chandra Singh |
| 17 | amber turd... poster child for pathological liars, abusers and golddiggers ... i'm not a russian bot.. stop making shit up . | English | amber turd poster child for pathological liars, abusers and golddiggers i'm not a russian bot stop making shit up | Gabriel Solorio |
| 18 | abuser, liar, gold digger, piece of human filth, lucifer’s wife! go rot in hell! you’re a liar! she’s a monster! | English | abuser, liar, gold digger, piece of human filth, lucifer’s wife! go rot in hell! you’re a liar! she’s a monster! | Anna Jeanette |
df_digger_others = df_digger[df_digger.language != 'English']
print(f'{df_digger_others.shape[0]} contributions, made by {df_digger_others.username.nunique()} Users, In {df_digger_others.language.nunique()} Languages')
df_digger_others.head(2)
4 contributions, made by 4 Users, In 2 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 727 | Jean Yves Francois Jacquin | bonjour gold digger | post0_comment | NaN | NaN | NaN | NaN | True | bonjour gold digger | French | hello gold digger |
| 3534 | Maryflor Perater | gold digger!! | post3_comment | False | False | True | False | True | gold digger!! | Wolof | gold digger!! |
df_digger.language.value_counts()
English 15 Wolof 3 French 1 Name: language, dtype: int64
digger_others_users = df_digger_others.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(digger_others_users.head(15), '"Gold Digger" Top Commented Users In Other Languages', threshold=0, c=0)
df = df_digger_others[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | bonjour gold digger | French | hello gold digger | Jean Yves Francois Jacquin |
| 1 | gold digger!! | Wolof | gold digger!! | Maryflor Perater |
| 2 | gold digger | Wolof | gold digger | Mexico Con Amlo |
| 3 | toxic gold digger | Wolof | toxic gold digger | Sarat Chandra Singh |
df_bruises1 = df_comments[df_comments.translated.str.contains('bruises')]
df_bruises2 = df_comments[df_comments.comment.str.contains('bruises')]
df_bruises = df_bruises1.append(df_bruises2)
df_bruises.drop_duplicates(inplace=True)
print(f'{df_bruises.shape[0]} contributions, made by {df_bruises.username.nunique()} Users, In {df_bruises.language.nunique()} Languages')
df_bruises.head(2)
8 contributions, made by 7 Users, In 1 Languages
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 107 | Sam Clingan | every body should knows this amber heard is a ... | post0_comment | NaN | NaN | NaN | NaN | True | every body should knows this amber heard is a ... | English | every body should knows this amber heard is a ... |
| 368 | Joanne Crawford | as much as i want to hate you, i can’t. i pity... | post0_comment | NaN | NaN | NaN | NaN | True | as much as i want to hate you, i can’t i pity ... | English | as much as i want to hate you, i can’t i pity ... |
bruises_users = df_bruises.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(bruises_users.head(15), '"Bruises" Top Commented Users', threshold=0, c=0)
df_bruises.comment.value_counts().head()
the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship. their texts seems to go in that direction. 2 every body should knows this amber heard is a fucking lier because she lies about things about johnny depp. i'm pretty sure she inflected those bruises on her face. she also shit in johnny depp bed. she ruined johnny depp acting career. her acting career should end not him. 1 as much as i want to hate you, i can’t. i pity you. it’s so sad that you had to use make up to stage bruises and black eyes. you cut off his finger, you took a literal shit i’m his bed. you are even heard on audio saying,” tell them who is beating you,…see more 1 just remember her exs other then johnny have been seen with bruises on their faces scratch marks as well 1 ya if some grown man threw a phone at me and hit my eye and cheek to the point it left bruises i'd be running at him try beating his worthless butt as well! that's called self defense perfectly legal its not abuse at all lmao. im a victim of abuse and …see more 1 Name: comment, dtype: int64
df = df_bruises[['comment', 'language','translated', 'username']].head(60)
with pd.option_context('display.max_colwidth', None):
display(df.reset_index(drop=True).style.set_properties(**{'text-align': 'left'}))
| comment | language | translated | username | |
|---|---|---|---|---|
| 0 | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp. i'm pretty sure she inflected those bruises on her face. she also shit in johnny depp bed. she ruined johnny depp acting career. her acting career should end not him. | English | every body should knows this amber heard is a fucking lier because she lies about things about johnny depp i'm pretty sure she inflected those bruises on her face she also shit in johnny depp bed she ruined johnny depp acting career her acting career should end not him | Sam Clingan |
| 1 | as much as i want to hate you, i can’t. i pity you. it’s so sad that you had to use make up to stage bruises and black eyes. you cut off his finger, you took a literal shit i’m his bed. you are even heard on audio saying,” tell them who is beating you,…see more | English | as much as i want to hate you, i can’t i pity you it’s so sad that you had to use make up to stage bruises and black eyes you cut off his finger, you took a literal shit i’m his bed you are even heard on audio saying,” tell them who is beating you,see more | Joanne Crawford |
| 2 | just remember her exs other then johnny have been seen with bruises on their faces scratch marks as well | English | just remember her exs other then johnny have been seen with bruises on their faces scratch marks as well | Autumn Payne |
| 3 | the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship. their texts seems to go in that direction. | English | the murdocks own the sun and serve on elon musk's tesla board of directors ah's lawyer's are paid for by elon musk elon musk was having an affair with ah while she was married to jd anything with the sun is going to be super biased seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship their texts seems to go in that direction | Ines Seni |
| 4 | ya if some grown man threw a phone at me and hit my eye and cheek to the point it left bruises i'd be running at him try beating his worthless butt as well! that's called self defense perfectly legal its not abuse at all lmao. im a victim of abuse and …see more | English | ya if some grown man threw a phone at me and hit my eye and cheek to the point it left bruises i'd be running at him try beating his worthless butt as well! that's called self defense perfectly legal its not abuse at all lmao im a victim of abuse and see more | Lynnsey Gall |
| 5 | the murdocks own the sun and serve on elon musk's tesla board of directors. ah's lawyer's are paid for by elon musk. elon musk was having an affair with ah while she was married to jd. anything with the sun is going to be super biased. seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship. their texts seems to go in that direction. | English | the murdocks own the sun and serve on elon musk's tesla board of directors ah's lawyer's are paid for by elon musk elon musk was having an affair with ah while she was married to jd anything with the sun is going to be super biased seems like she was responsible for those bruises, to prove to elon that she's in an abusive relationship their texts seems to go in that direction | Ines Seni |
| 6 | horrible human being, not only did she abuse johnny depp but also abused elon musk. find it really strange that she's claimed that johnny depp hit her when both men have been shown to have bruises and such while being with her. really suspicious, #justiceforjohnnydepp #boycottamberheard | English | horrible human being, not only did she abuse johnny depp but also abused elon musk find it really strange that she's claimed that johnny depp hit her when both men have been shown to have bruises and such while being with her really suspicious, #justiceforjohnnydepp #boycottamberheard | Snow Claffey |
| 7 | she's completely fake!! hair, teeth, personality, bruises... at times she can be very contradicting. for example, when she says, you don't need jewlry, makeup, plastic surgery, specific dress sizes. yet, she still proceeds to change her body to please others. definitely does not deserve to speak for women. literally, the women asked to be treated equally, but can't stand to be on the same level as a man. she always plays the victim. on top of that, she has very bad references in the film industry. the only reason people want her is because she keeps up with her plastic. | English | she's completely fake!! hair, teeth, personality, bruises at times she can be very contradicting for example, when she says, you don't need jewlry, makeup, plastic surgery, specific dress sizes yet, she still proceeds to change her body to please others definitely does not deserve to speak for women literally, the women asked to be treated equally, but can't stand to be on the same level as a man she always plays the victim on top of that, she has very bad references in the film industry the only reason people want her is because she keeps up with her plastic | Autumn Clubb |
df_bruises.language.value_counts()
English 8 Name: language, dtype: int64
helpers.barh(df_comments.language.value_counts().to_frame().reset_index().rename(columns={'index': 'Language',
'language': 'Count'}).head(15),
'Languages Used in Comments', threshold=0, c=0)
un --> unknown language
df_unknown = df_comments[df_comments.language == 'un']
print(df_unknown.shape)
df_unknown.head(60)
(193, 11)
| username | comment | type | defense_AH | support_AH | offense_AH | defense_against_AH | contains_alpha | clean_text | language | translated | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 763 | တစ်ခွန်းမှပြန်ပြောမယ်မကြံနဲ့ ပါးကြီးပဲပိတ်ရိုက... | elon musk's babe! 😇😇😇🕹️📽️ | post0_comment | NaN | NaN | NaN | NaN | True | elon musk's babe! | un | elon musk's babe! |
| 780 | Juliana Murayari Shavier | 🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 889 | Jaroslav Vobornik | fuck amber | post0_comment | False | False | True | False | True | fuck amber | un | fuck amber |
| 935 | J Harry Muñoz | 😡🤬😡🤬😡🤬 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 943 | Jeff Bolt | #fuckamberheard | post0_comment | NaN | NaN | NaN | NaN | True | #fuckamberheard | un | #fuckamberheard |
| 946 | Nhaniiz Mendez | 😡😡😡😡😡😡😡😡😡😡 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 960 | Amanda Powell Fleming | #istandwithjohnnydepp\r\n#fuckamberheard | post0_comment | NaN | NaN | NaN | NaN | True | #istandwithjohnnydepp #fuckamberheard | un | #istandwithjohnnydepp #fuckamberheard |
| 967 | Nhaniiz Mendez | 😡😡😡😡😡😡😡😡😡😡😡😡 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 969 | Ana Sthephania Correa | 🤢🤢🤢🤢🤢🤢🤢🤢🤢🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 970 | Jay Afanador | fuck off. | post0_comment | NaN | NaN | NaN | NaN | True | fuck off | un | fuck off |
| 988 | Sandra Louise Evans | 🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 989 | BJ Weems | -2/10 | post0_comment | NaN | NaN | NaN | NaN | False | 210 | un | 210 |
| 1002 | Laci Shiann Mack | #fuckamberturd | post0_comment | False | False | True | False | True | #fuckamberturd | un | #fuckamberturd |
| 1014 | Sebastian Karimian | fuck off | post0_comment | NaN | NaN | NaN | NaN | True | fuck off | un | fuck off |
| 1021 | Elena Calizaya | 🤢🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1055 | Charlie Wallis | fuck off | post0_comment | False | False | True | False | True | fuck off | un | fuck off |
| 1065 | Natalia Burbano Trujillo | 🤢🤢🤢🤢🤢🤢 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1068 | Echo O'Brien Cooley | 🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻🖕🏻 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1074 | Emily Munsell | https://www.facebook.com/groups/31275444911484... | post0_comment | NaN | NaN | NaN | NaN | True | https:wwwfacebookcomgroups312754449114846perma... | un | https: wwwfacebookcomgroups312754449114846perm... |
| 1082 | Zhian Chris | wla kme fucky | post0_comment | NaN | NaN | NaN | NaN | True | wla kme fucky | un | wla kme fucky |
| 1103 | Helmouth Rivera Rivera | 💩 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1120 | Litzy Abbie Garcia | 😡🤢🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1144 | Nickie Jakobsen | 🖕🖕🖕🖕 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1145 | Alicia Venegas Videla | 💩 💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩💩... | post0_comment | NaN | NaN | NaN | NaN | False | un | isnan | |
| 1170 | Andres Delgado | 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1186 | Matthew Jacobs | #fuckamberheard #fuckamberheard #fuckamberhear... | post0_comment | NaN | NaN | NaN | NaN | True | #fuckamberheard #fuckamberheard #fuckamberhear... | un | #fuckamberheard #fuckamberheard #fuckamberhear... |
| 1222 | Rosie Servin | 🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍🐍 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1238 | Cheynne Mccann | 🤮🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1249 | Alicia Venegas Videla | 💩💩💩💩💩💩 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1252 | Elizabeth Alvarado | 🤢🤢🤢🤢💩💩💩 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1275 | Martina Quaranta | 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮... | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1282 | Abraham Jiménez | #fuckyouamberheard | post0_comment | NaN | NaN | NaN | NaN | True | #fuckyouamberheard | un | #fuckyouamberheard |
| 1284 | Radu Ion | fuck u | post0_comment | NaN | NaN | NaN | NaN | True | fuck u | un | fuck u |
| 1288 | Linzenth Krouthz | #fuckuwarnerbros #fuckuambertoo | post0_comment | NaN | NaN | NaN | NaN | True | #fuckuwarnerbros #fuckuambertoo | un | #fuckuwarnerbros #fuckuambertoo |
| 1301 | Lola Bee | 🖕🏼🖕🏼🖕🏼🖕🏼 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1321 | Melanie Meyer | 🤡🤡🤡🤡🤡 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1325 | Diego Jaramillo | »:3 | post0_comment | NaN | NaN | NaN | NaN | False | »:3 | un | »:3 |
| 1353 | Paola Rivera Molina | 🤢🤮🤢🤮🤢🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1374 | Isaac Duran | #fuckamberheard | post0_comment | NaN | NaN | NaN | NaN | True | #fuckamberheard | un | #fuckamberheard |
| 1396 | Conner Dow | #fuckamberheard | post0_comment | False | False | True | False | True | #fuckamberheard | un | #fuckamberheard |
| 1420 | Natalia Burbano Trujillo | 😷🤮🤢😷😷🤢😷🤢🤮🤢😷🤢🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1421 | Natalia Burbano Trujillo | 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1427 | Daniel Brock | fuck u | post0_comment | NaN | NaN | NaN | NaN | True | fuck u | un | fuck u |
| 1428 | Pat Daniel | . | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1443 | Vanessa Moreno Luján | #justiceforjohnnydepp #fuckthesun #amberheardi... | post0_comment | NaN | NaN | NaN | NaN | True | #justiceforjohnnydepp #fuckthesun #amberheardi... | un | #justiceforjohnnydepp #fuckthesun #amberheardi... |
| 1455 | Alicia Venegas Videla | 💩💩💩💩💩💩💩💩💩 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1516 | Liam Rogers | 🤡🤡🤡🤡 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1527 | Kaitlyn McClimans | fuckkkkk youuuuu | post0_comment | NaN | NaN | NaN | NaN | True | fuckkkkk youuuuu | un | fuckkkkk youuuuu |
| 1529 | Néstor Castillo | 😡😡😡😡 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1552 | Julia Mae Blank | 🤮🖕🖕🖕🖕🖕🖕 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1570 | Trinity Veach | #fuckyouamberheard | post0_comment | NaN | NaN | NaN | NaN | True | #fuckyouamberheard | un | #fuckyouamberheard |
| 1578 | Alexxa Black | 🤮🤮🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1592 | Simone de Falco | fuck | post0_comment | NaN | NaN | NaN | NaN | True | fuck | un | fuck |
| 1679 | Michelle Estrada | 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮... | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1696 | Vittoria Tagliaferri | #fuckthesun | post0_comment | NaN | NaN | NaN | NaN | True | #fuckthesun | un | #fuckthesun |
| 1709 | Jeff Teddy | fucking women, scato 😠😠😠😠 | post0_comment | NaN | NaN | NaN | NaN | True | fucking women, scato | un | fucking women, scato |
| 1746 | Jessi Hartmännle | 🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮🤮 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1773 | Bruno Paleta | fucking crazy | post0_comment | NaN | NaN | NaN | NaN | True | fucking crazy | un | fucking crazy |
| 1778 | Rosa Lona | 🐀🐀🐀🐀 | post0_comment | NaN | NaN | NaN | NaN | False | isnan | un | isnan |
| 1819 | Sierra Bravo | http://chng.it/m5cbsbmzwl | post0_comment | NaN | NaN | NaN | NaN | True | http:chngitm5cbsbmzwl | un | http:chngitm5cbsbmzwl |
Primarly Text Investigations¶
for col in ['username', 'comment']:
print('The value counts of ' + col)
print(df_comments[col].value_counts().head(10))
print('\n')
The value counts of username Eunice Scamander Riddle 19 Ines Seni 19 TiaAnna Ann 15 Kyrianne Kathleen Blocher 10 Princess Cobain Hendrix 9 Akar Slemany 9 Vittoria Tagliaferri 8 Amy Rossetti 8 Bettina Knudsen 8 Martim Vasconcelos 8 Name: username, dtype: int64 The value counts of comment #justiceforjohnnydepp 20 #justiceforjohnny 18 fuck you 14 abuser 12 #justiceforjohnnydeep 10 #justiceforjhonnydepp 9 bitch 8 #fuckamberheard 8 fuck you amber 8 #cancelamberheard 6 Name: comment, dtype: int64
df_amber = df_comments[df_comments.comment.str.contains('amber')]
# # KYS is an internet acronym standing for “kill yourself
# threat_text = {' death', ' death ', 'burn', 'burninhell', 'burn in hell', 'kys', ' go kys', ' raped', 'get raped',
# 'go die', 'diecunt', 'go to hell', 'gotohell', 'beaten', 'beaten up', 'deserves it', 'kill amber',
# 'kill her', 'deathtoamber', 'death to amber', 'to death amber', 'she’s trying to kill him',
# 'kill yourself', ' deserves', 'ambich'}
# threat_text = {' go die', 'die cunt', 'kill heard', 'kill her', 'kill amber', 'kys fuck you amber', 'deathto',
# 'death to fascists', 'death to a turd', 'death to mera', 'death to all narcissistic', ' hell',
# 'death to anybody not supporting johnny', 'death to femnazis', 'kiss of death', 'burn',
# 'deserve', 'death amber', 'go kill yourselves', 'kill all the people who disliked'}
# all_threat = death_kill | burn_hell | crime_jail
# len(all_threat)
death_kill = {'death', 'muerte', 'die', '死ね', 'morire', 'morir', 'muere', 'muerete', 'kill', 'matar',
'murder', 'dead', 'muerta', 'kys'}
# df_comments[df_comments.comment.str.contains('death')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('смерть')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('morte')].comment.value_counts().head(60)
fuori dal me too! now!!!! vergonosa, viscida e vigliacca!!! sapete che la mamma di johnny sospettava tutto?? ma lei nel 2016 ha cominciato il casino tre giorni dopo la morte della mamma!!! proprio a dire: "avevi ragione ma non vedrai mai che avevi ragi…see more 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains(' tod ')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('muerte')].comment.value_counts().head(60)
jsjdjss muerte a esta pvt4 1 Name: comment, dtype: int64
# df_amber[df_amber.comment.str.contains('death')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('deathto')].comment.value_counts().head(60)
#deathtoamberheard 3 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('death to')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('die')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('死')].comment.value_counts().head(60)
只想说 你妈死了,你纯粹是个妓女。 1 くたばれ この野郎。地獄で死ね!!!!🤬🤬🤬🤬🤬🖕 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('死ね')].comment.value_counts().head(60)
くたばれ この野郎。地獄で死ね!!!!🤬🤬🤬🤬🤬🖕 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('මැරෙනවා')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('умри')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('morire')].comment.value_counts().head(60)
devi morire troia 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('sterben')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('morir')].comment.value_counts().head(60)
te tendria cerca te romperia los ovarios de una sola patada,inmundicia,ojala te pudras antes de morir! 1 devi morire troia 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('muere')].comment.value_counts().head(60)
maldita muere te en el infierno 1 muerete 1 una maldita mentirosa muere 1 Name: comment, dtype: int64
# df_amber[df_amber.comment.str.contains('die')].comment.value_counts().head(60)
df_amber[df_amber.comment.str.contains('she dies')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('and to die')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('amber can die')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('die amber')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_amber[df_amber.comment.str.contains('die')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('dead')].comment.value_counts().head(60)
everyone hates you amber why you were so cruel to jonny depp it is not his fault that your brain is full of dead fleas and fluff 1 you belong in jail for abuse. as of right now your career is dead. 1 i got kicked off twitter because you kept getting offended by my posts. guess who's making another and another 😜 funny you feel "bullied". just do everyone a favor and drop dead. 1 you may be live on twitter, but your career is dead. 😹 1 amber heard is dead. 1 fuck you #deadamberheard 1 get the fuck out of movies and social media your dead and gone... rebirth of johnny depp <3 1 no one is on your side amber. soon your career will be as dead as jeffrey epstein but we will be the ones who will kill it. 1 just drop dead already 1 she could drop dead and burn in hell. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('මිය ගියා')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('мертвых')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('muerta')].comment.value_counts().head(60)
con cara de mosca muerta resulto ser tremenda loca. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains(' tot ')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('morta')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('kill')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('殺す')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('මරනවා')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('убийство')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('uccisione')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('töten')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('matar')].comment.value_counts().head(60)
tú eres la razón por la cual un hombre puede ayudar a matar una mujer sin nunca haber matado a ninguna persona 1 Name: comment, dtype: int64
# df_amber[df_amber.comment.str.contains('kill')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('killher')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('kill her')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('kill amber')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('serial killer')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('kys')].comment.value_counts().head(60)
kys 3 yeah fck u kys 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('murder')].comment.value_counts().head(60)
well well looks like amber and her free loading mates were planning a murder\r\n\r\nhttps://youtu.be/ajn1pj48wka 1 amber. you belong in jail for your reputation murder. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('omicidio')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('mord')].comment.value_counts().head(60)
que vergüenza que seas una mujer agresiva y goleadora, le estás arruinando la vida a depp que no tienes remordimiento? por lo visto no lo conoces, #retractate #deppesinocente 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('asesinato')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_amber[df_amber.comment.str.contains('murder')].comment.value_counts().head(60)
# df_amber[df_amber.comment.str.contains('will murder')].comment.value_counts().head(60)
burn_hell = {'hell', 'inferno', 'infierno', 'ад', 'burn'}
# df_comments[df_comments.comment.str.contains('burn')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('burn')].comment.value_counts()[60:].head(60)
# df_amber[df_amber.comment.str.contains('burn')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('Гореть')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('quemadura')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('brennen')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('bruciar')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('burn in hell')].comment.value_counts().head(60)
i hope u burn in hell for hijacking platform of domestic abuse for real victims!😡 there are many out there who need help but definitely not u! 1 fuck you for what you did to johnny. burn in hell 1 burn in hell 1 you will burn in hell!!! 1 hope you burn in hell you dirty bitch 1 burn in hell witch! 1 burn in hell you fucking cow. hope karma eats your ass alive. 1 you must burn in hell 1 you need to burn in hell you disgusting human 1 trash 🗑 hope you burn in hell! 1 she could drop dead and burn in hell. 1 Name: comment, dtype: int64
# df_comments[df_comments.comment.str.contains('hell')].comment.value_counts().head(60)
# df_amber[df_amber.comment.str.contains('hell')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('ад')].comment.value_counts().head(60)
гори в аду ембер блядддь 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('hölle')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('inferno')].comment.value_counts().head(60)
scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('infierno')].comment.value_counts().head(60)
tu y la panini deben de irse agarraditas dela mano al infierno son tal para cual hjsdp 1 por mujeres como tú muchos hombres pasan infiernos, ojalá te quedaras tú sin trabajo 1 te vas a sufrir en el infierno 1 ojalá te quemes en el infierno... 1 maldita muere te en el infierno 1 keeping faith karma comes around.\r\nni volviendo a nacer llegarás a ser tan grande como el... y ese será tu infierno, fuck you bitch!! 1 es una perra maldita, mentirosa, mojon de baño publico. apestas, te vas a ir al infierno maldita hija de puta. 1 deja de hacer calumnias bruja esta eres una verguenza te vere en el infierno..... ( desde el cielo)\r\n#justiceforjhonnydeeb 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('inhell')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('in hell')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('tohell')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('to hell')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('ofhell')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('of hell')].comment.value_counts().head(60)
i hope you burn in the deepest pits of hell, you ungrateful cunt. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('fromhell')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('from hell')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('demon from hell')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('deserves hell')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
crime_jail = {'pay', 'pagar', 'punish', 'crime', 'criminal', 'jail', 'prison', 'prigione', 'prisión',
'deserve', 'karma'}
# df_comments[df_comments.comment.str.contains('pay')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('bezahlen')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('bezahlen')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('pagar')].comment.value_counts().head(60)
tarde o temprano llegará la hora de pagar todo el mal que uno hace..!! 1 vas a pagar tarde o temprano el daño que estás causando. ni siquiera nunca te he conocido cómo actriz se de vos por el daño que estás causando al gran actor depp. bruja 1 calla cojuda eres una mentirosa de lo peor q existe pero recuerda tarde o temprano lo vas a pagar acuerdate 1 todo lo malo que le has hecho a jhonny deep la vas a pagar #justiceforjohnny 1 vieja maldita abusiva algún día vas a pagar lo que le haces a johnny depp. 1 ahora viene aquí a decir que nos pagaron hacemos esto por qué es lo justo, no por que nos pagaron no siempre habrá dinero entre medio para hacer justicia!!!? ojala vivas lo que jhonny esta viviendo injustamente 1 askoooo, viej@ hip0crita, las pagara car0 1 raquítica escuálida anoréxica lo que hiciste a jonny pagaras con el karma.😠😠😠😠 1 puta vieja loca maldita algún día pagará todo lo que ha echo 😡 1 me parece que una mujer que miente, se burla y sobre todo maltrata no puede ser recomendable, mucho menos debería seguir trabajando en el medio, todo lo que hacemos se regresa tres veces y no nos vamos de esta vida sin antes pagar...\r\n#justiciaparajohnnydeep 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('Плати')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('ගෙවනවා')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('払います')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('crime')].comment.value_counts().head(60)
who would want to follow an evil person who abused johnny depp and plays the sympathy card. you should be held accountable for your crimes you sad person 1 nasty human.. making false allegations is a crime and you need to be held accountable. another attention seeker jumping on the #metoo bandwagon. leave johnny alone and move on with your life :p 1 amber must be a democrat. this makes her immune from any crimes she may have committed, so she gets a free pass. most hate groups are banned from fb. 1 are you reading these amber? you’ve been outed as a husband beating low life scum so own up to your crimes 1 after all the evidence that had come out about what she did to her husband and then lying about it to try and turn it around on him, you don't deserve anything good in life. how can she sleep at night knowing the lies and actions she committed against someone like that. amber is like the women who accuse a man of rape just because they feel jaded and want revenge, when the man didn't actually commit that crime. 1 she should be fired from aqua man two and brought to justice for her crimes. just hearing the audio from her own mouth. she is the abuser 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('criminal')].comment.value_counts().head(60)
disgusting abusing human being!! a lier and a criminal! and a lousy actress 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('iscriminal')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('is criminal')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('pay for her crime')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('commits crimes')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('her crime')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('punish')].comment.value_counts().head(60)
don't use children too because god will punish you very hard this time! after what you did to jonny! you don't know who jonny is! jonny is blessed by god from birth and you are a devil! 3 #justiceforjohnnydepp\r\nit is disgusting that warner bros fired johnny depp for being a victim of abuse. i am a huge harry potter and wb fan but will not support a company that thinks punishing victims of abuse is ok.\r\nwhat if he was a woman and it was a husband doing the abuse, would they have fired the person then? 1 from those of us who have actually experienced domestic violence how disgusting can you be to lie about it. you take the cake lady. we are absolutely disgusted in ur lies. i wish you no harm but i do hope you are punished for ur lies and all u have taken from mr. depp and those of us who have been abused.\r\nshame on you. 1 filth of the highest caliber! you are a person who only thinks of yourself and what you can lie to get what you want and ruin innocent peoples lives and reputations. equal rights should mean you should lose jobs like depp did and be punished. . 1 you are a bad woman but god punish you for being such a false and bad woman that the bad thing you did to johnny depp 1 amber and johnny were are toxic for each other and it is best they split/ divorced. johnny seems to have enablers around especially with his drugs and alcohol and he was honest about amber being in his head. they both abused each other and they need to accept that. we don't k ow the day to day stuff it they were a comp,tee mismatch and this is their punishment for johnny leaving his children and long-term partner. 1 shut up the disgusting filthy bear how you do that to our jacks childbirth i hope they punish you very badly for what you do old crazy and you still have enough eggs to believe that you have fans 1 vile, vile human. you will be punished, you will soon be nothing but a dirty stain. 1 😡😡😡😡😡😡😡you will be punish by god😡😡😡😡😡😡😡 1 she belongs in jail for what she has done! but because she's white with money, that won't happen. and even though she finally admitted to the abuse johnny depp suffered at her hands, he is still the one being punished and her career is still flourishing! shame on her for it all! 1 you are such a liar, you must be punished for what you did and for the lies you have said. perra. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('punire')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('bestrafen')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('castigar')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('hаказывать')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('දඬුවම් කරන්න')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('罰す')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('punish')].comment.value_counts().head(60)
amber and johnny were are toxic for each other and it is best they split/ divorced. johnny seems to have enablers around especially with his drugs and alcohol and he was honest about amber being in his head. they both abused each other and they need to accept that. we don't k ow the day to day stuff it they were a comp,tee mismatch and this is their punishment for johnny leaving his children and long-term partner. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('should be punished')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('needs to be punished')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('deserves punish')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('punish amber')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('karma')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('karma')].comment.value_counts()[60:].head(60)
df_comments[df_comments.comment.str.contains('карма')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('කර්මය')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('カルマ')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('prison')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('prigione')].comment.value_counts().head(60)
scamber turd lei non sa chi è jonny .. nessuno lo sà perché non è mai stato rivelato. ma la signora ha fatto il più grave errore della sua vita! prima andrà in prigione e poi all’inferno.\r\njonny e sacro!! cari signori!! questa è la rivelazione!! voleva…see more 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('gefängnis')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('prisión')].comment.value_counts().head(60)
justicia qué esta vieja se vaya a prisión 😠😠😠 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('тюрьма')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('බන්ධනාගාර')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('刑務所')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('in prison')].comment.value_counts().head(60)
bye girl i wonder how long til we can get dc to give you up since its obvious that u r the abuser. if the rumor about you buying the uk judge to give you the results that you waited. u r definitely going to get fire n in prison😂 1 i hope you lose your entire career for acting like a victim, cause that's exactly what you'll be in prison 1 you should be in prison! for trying to ruin a mans life over money! you make every women look bad. 1 i would literally shit in my hands and clap before i'd put another dollar in your grimmy little pocket. #justiceforjohnny i hope you rot in prison. 1 you should live in prison 1 you should be in prison, not on twitter, you wench. 1 you should be in prison for domestic violence you grimy conniving ass bitch 🐍🐍🐍 1 the only thing i would recommend amber heard for is a lengthy prison sentence. she clearly abused her ex husband and was abusive to her last partner in 2009. perhaps amber could do the decent thing and not only resign from aquaman 2, but from acting in general. failing that, she could always go to prison and pretend to be a victim there. she might get a more sympathetic audience in prison. 1 you're a liar. violent. abuser. you deserve life in prison. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('to prison')].comment.value_counts().head(60)
maybe when you go to prison i'll consider it. lier 1 amber heard - you utter scumbag whore how dare you insult johnny depp!!! i hope you go to prison! 1 who do you think you are? wanting people's twitter account cause they hate you. of course they hate. look what your trying to do to johnny. your a narraciss and a habitual liar. not worth a shit for nothing. hope you go to prison for a very long time.…see more 1 the only thing i would recommend amber heard for is a lengthy prison sentence. she clearly abused her ex husband and was abusive to her last partner in 2009. perhaps amber could do the decent thing and not only resign from aquaman 2, but from acting in general. failing that, she could always go to prison and pretend to be a victim there. she might get a more sympathetic audience in prison. 1 horrible person. she should go to prison for ruining johnny’s career. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('deserves prison')].comment.value_counts().head(60)
i've read every comment on amber and i know you hate her ( i don't hate her but i don't like her) but she deserves a touch of redemption. she deserves prison ( of course) but i believe there is a ( very) small chance of rehabilitation like every person in the world. 1 she's an abuser that simple she abused johnny depp and then slandered him with no proof she deserves to lose her career and she deserves prison time period he showed proof and she has committed acts of domestic violence before with her ex girlfriend and elon musk she is an inhuman piece of garbage 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('deserves a prison')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('imprisoned for')].comment.value_counts().head(60)
you need to be imprisoned for what you've done. you used a movement that we started to bring awareness to abuse against women as a tool for your sick agenda. you have done more damage than you will likely ever accept responsibility for. 1 Name: comment, dtype: int64
# df_comments[df_comments.comment.str.contains('jail')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('jail')].comment.value_counts()[60:].head(60)
df_comments[df_comments.comment.str.contains('celda')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_amber[df_amber.comment.str.contains('jail')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('in jail')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('to jail')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('deserves jail')].comment.value_counts().head(60)
boycott amber heard. deserves jail time and then some 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('jailfor')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('jail for')].comment.value_counts().head(60)
amber your going to jail for the horrible person u are. stop lying 1 amber. you belong in jail for your reputation murder. 1 #justiceforjohnny amber is a garbage human who deserves to rot in jail for what she is doing to him. 1 Name: comment, dtype: int64
# df_comments[df_comments.comment.str.contains('deserve')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('deserve')].comment.value_counts()[60:].head(60)
# df_comments[df_comments.comment.str.contains('deserve')].comment.value_counts()[120:].head(60)
df_comments[df_comments.comment.str.contains('meritare')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('würdig sein')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('merecer')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('заслуживать')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('සුදුසුයි')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('値する')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('trial')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('trial')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('heard kidnap')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('heardkidnap')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('kidnapamber')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('kidnap amber')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('kidnap')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('kidnap')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('liar')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('abuser')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('bruises')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('digger')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('psycho')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('bitch')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('ambich')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('bullies')].comment.value_counts().head(60)
my word what a lot off keyboard bullies 🤯 1 Name: comment, dtype: int64
# df_comments[df_comments.comment.str.contains('crazy')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('disgusting')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('stupid')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('beaten up')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('beaten')].comment.value_counts().head(60)
what a stick-faced woman you are, how can you treat a man like that who has never beaten or mistreated you, after so many luxuries you pay him like this, you are a bad person 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('get raped')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains(' raped')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('scums')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)